{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 项目介绍、时间\n",
    "\n",
    "数据为天猫双十一护肤品的数据集，围绕产品及其销量和评论撰写。数据具有7个特征，可以从多个维度解析文本。\n",
    "由于是真实的商业数据，所以做了匿名处理，数据集中对店名的引用被处理为产品的品牌名以保护店家隐私。2021年7月1号\n",
    "\n",
    "数据包括27599行和7个特征变量。每一行对应一个产品的销售情况，包括以下变量:\n",
    "\n",
    "update_time\t统计时间\n",
    "\n",
    "id    产品编号\n",
    "\n",
    "title    产品名称\n",
    "\n",
    "price    交易价格\n",
    "\n",
    "sale_count    销量\n",
    "\n",
    "comment_count    评论数量\n",
    "\n",
    "店名    \t店铺名称\n",
    "\n",
    "可参考的探索方向：\n",
    "\n",
    "购买护肤品的客户的关注度(评论数)是多少？各产品销量分布情况？\n",
    "哪些产品的卖得最好，哪些牌子最受欢迎，哪些化妆品是大家最需要的？\n",
    "不同商家之间的差异，及促销打折力度？\n",
    "模拟定价系统及推荐系统？"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "###  核心技术\n",
    "\n",
    "- pandas数据处理、matplotlib、数据可视化、数据探索分析"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 一、读取数据"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>update_time</th>\n",
       "      <th>id</th>\n",
       "      <th>title</th>\n",
       "      <th>price</th>\n",
       "      <th>sale_count</th>\n",
       "      <th>comment_count</th>\n",
       "      <th>店名</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2016/11/14</td>\n",
       "      <td>A18164178225</td>\n",
       "      <td>CHANDO/自然堂 雪域精粹纯粹滋润霜50g 补水保湿 滋润水润面霜</td>\n",
       "      <td>139.0</td>\n",
       "      <td>26719.0</td>\n",
       "      <td>2704.0</td>\n",
       "      <td>自然堂</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2016/11/14</td>\n",
       "      <td>A18177105952</td>\n",
       "      <td>CHANDO/自然堂凝时鲜颜肌活乳液120ML 淡化细纹补水滋润专柜正品</td>\n",
       "      <td>194.0</td>\n",
       "      <td>8122.0</td>\n",
       "      <td>1492.0</td>\n",
       "      <td>自然堂</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2016/11/14</td>\n",
       "      <td>A18177226992</td>\n",
       "      <td>CHANDO/自然堂活泉保湿修护精华水（滋润型135ml 补水控油爽肤水</td>\n",
       "      <td>99.0</td>\n",
       "      <td>12668.0</td>\n",
       "      <td>589.0</td>\n",
       "      <td>自然堂</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>2016/11/14</td>\n",
       "      <td>A18178033846</td>\n",
       "      <td>CHANDO/自然堂 男士劲爽控油洁面膏 100g 深层清洁  男士洗面奶</td>\n",
       "      <td>38.0</td>\n",
       "      <td>25805.0</td>\n",
       "      <td>4287.0</td>\n",
       "      <td>自然堂</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>2016/11/14</td>\n",
       "      <td>A18178045259</td>\n",
       "      <td>CHANDO/自然堂雪域精粹纯粹滋润霜（清爽型）50g补水保湿滋润霜</td>\n",
       "      <td>139.0</td>\n",
       "      <td>5196.0</td>\n",
       "      <td>618.0</td>\n",
       "      <td>自然堂</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "  update_time            id                                  title  price  \\\n",
       "0  2016/11/14  A18164178225    CHANDO/自然堂 雪域精粹纯粹滋润霜50g 补水保湿 滋润水润面霜  139.0   \n",
       "1  2016/11/14  A18177105952   CHANDO/自然堂凝时鲜颜肌活乳液120ML 淡化细纹补水滋润专柜正品  194.0   \n",
       "2  2016/11/14  A18177226992   CHANDO/自然堂活泉保湿修护精华水（滋润型135ml 补水控油爽肤水   99.0   \n",
       "3  2016/11/14  A18178033846  CHANDO/自然堂 男士劲爽控油洁面膏 100g 深层清洁  男士洗面奶   38.0   \n",
       "4  2016/11/14  A18178045259     CHANDO/自然堂雪域精粹纯粹滋润霜（清爽型）50g补水保湿滋润霜  139.0   \n",
       "\n",
       "   sale_count  comment_count   店名  \n",
       "0     26719.0         2704.0  自然堂  \n",
       "1      8122.0         1492.0  自然堂  \n",
       "2     12668.0          589.0  自然堂  \n",
       "3     25805.0         4287.0  自然堂  \n",
       "4      5196.0          618.0  自然堂  "
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import pandas as pd\n",
    "import numpy as np\n",
    "\n",
    "data = pd.read_csv('双十一淘宝护肤品数据.csv')\n",
    "data.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 27598 entries, 0 to 27597\n",
      "Data columns (total 7 columns):\n",
      " #   Column         Non-Null Count  Dtype  \n",
      "---  ------         --------------  -----  \n",
      " 0   update_time    27598 non-null  object \n",
      " 1   id             27598 non-null  object \n",
      " 2   title          27598 non-null  object \n",
      " 3   price          27598 non-null  float64\n",
      " 4   sale_count     25244 non-null  float64\n",
      " 5   comment_count  25244 non-null  float64\n",
      " 6   店名             27598 non-null  object \n",
      "dtypes: float64(3), object(4)\n",
      "memory usage: 1.5+ MB\n"
     ]
    }
   ],
   "source": [
    "# 查看各字段信息\n",
    "data.info()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "悦诗风吟    3021\n",
       "佰草集     2265\n",
       "欧莱雅     1974\n",
       "雅诗兰黛    1810\n",
       "倩碧      1704\n",
       "美加净     1678\n",
       "欧珀莱     1359\n",
       "妮维雅     1329\n",
       "相宜本草    1313\n",
       "兰蔻      1285\n",
       "娇兰      1193\n",
       "自然堂     1190\n",
       "玉兰油     1135\n",
       "兰芝      1091\n",
       "美宝莲      825\n",
       "资生堂      821\n",
       "植村秀      750\n",
       "薇姿       746\n",
       "雅漾       663\n",
       "雪花秀      543\n",
       "SKII     469\n",
       "蜜丝佛陀     434\n",
       "Name: 店名, dtype: int64"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 分店铺统计\n",
    "data['店名'].value_counts()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 二、数据清洗"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 2.1 重复数据处理"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(27598, 7)\n",
      "(27512, 7)\n"
     ]
    }
   ],
   "source": [
    "# 对重复数据做删除处理\n",
    "print(data.shape)\n",
    "data = data.drop_duplicates(inplace=False)\n",
    "print(data.shape)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Int64Index([    0,     1,     2,     3,     4,     5,     6,     7,     8,\n",
      "                9,\n",
      "            ...\n",
      "            27588, 27589, 27590, 27591, 27592, 27593, 27594, 27595, 27596,\n",
      "            27597],\n",
      "           dtype='int64', length=27512)\n",
      "新索引： RangeIndex(start=0, stop=27512, step=1)\n"
     ]
    }
   ],
   "source": [
    "# 此处虽然删除了重复值，但索引未变，因此应用以下方法进行重置索引\n",
    "print(data.index)\n",
    "data = data.reset_index(drop=True)\n",
    "print('新索引：',data.index)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 2.2 缺失值处理"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "update_time      False\n",
       "id               False\n",
       "title            False\n",
       "price            False\n",
       "sale_count        True\n",
       "comment_count     True\n",
       "店名               False\n",
       "dtype: bool"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 查看缺失值\n",
    "data.isnull().any()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "有两列数据存在缺失值：sale_count, comment_count"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>price</th>\n",
       "      <th>sale_count</th>\n",
       "      <th>comment_count</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>27512.000000</td>\n",
       "      <td>2.516200e+04</td>\n",
       "      <td>25162.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mean</th>\n",
       "      <td>363.423512</td>\n",
       "      <td>1.231605e+04</td>\n",
       "      <td>1121.741197</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>std</th>\n",
       "      <td>614.876153</td>\n",
       "      <td>5.241236e+04</td>\n",
       "      <td>5277.781581</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25%</th>\n",
       "      <td>99.000000</td>\n",
       "      <td>2.780000e+02</td>\n",
       "      <td>21.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50%</th>\n",
       "      <td>205.000000</td>\n",
       "      <td>1.443000e+03</td>\n",
       "      <td>153.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75%</th>\n",
       "      <td>390.000000</td>\n",
       "      <td>6.353000e+03</td>\n",
       "      <td>669.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>11100.000000</td>\n",
       "      <td>1.923160e+06</td>\n",
       "      <td>202930.000000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "              price    sale_count  comment_count\n",
       "count  27512.000000  2.516200e+04   25162.000000\n",
       "mean     363.423512  1.231605e+04    1121.741197\n",
       "std      614.876153  5.241236e+04    5277.781581\n",
       "min        1.000000  0.000000e+00       0.000000\n",
       "25%       99.000000  2.780000e+02      21.000000\n",
       "50%      205.000000  1.443000e+03     153.000000\n",
       "75%      390.000000  6.353000e+03     669.000000\n",
       "max    11100.000000  1.923160e+06  202930.000000"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 查看数据结构\n",
    "data.describe()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0    0.0\n",
      "dtype: float64\n",
      "0    0.0\n",
      "dtype: float64\n"
     ]
    }
   ],
   "source": [
    "# 查看sale_count列的众数\n",
    "mode_01 = data.sale_count.mode()\n",
    "print(mode_01)\n",
    "\n",
    "# 查看comment_count列的众数\n",
    "mode_02 = data.comment_count.mode()\n",
    "print(mode_02)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "此处两列的众数均为0，且由标签数据含义可知销售量和评论数有可能存在为0的情况，因此使用0来填充缺失值"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "update_time      0\n",
       "id               0\n",
       "title            0\n",
       "price            0\n",
       "sale_count       0\n",
       "comment_count    0\n",
       "店名               0\n",
       "dtype: int64"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 填充缺失值\n",
    "data = data.fillna(0)\n",
    "# 对空值行数求和\n",
    "data.isnull().sum()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 2.3 提取表格中有用信息并新增为列"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Building prefix dict from the default dictionary ...\n",
      "Dumping model to file cache C:\\Users\\ADMINI~1\\AppData\\Local\\Temp\\2\\jieba.cache\n",
      "Loading model cost 1.304 seconds.\n",
      "Prefix dict has been built successfully.\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>title</th>\n",
       "      <th>item_name_cut</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>CHANDO/自然堂 雪域精粹纯粹滋润霜50g 补水保湿 滋润水润面霜</td>\n",
       "      <td>[CHANDO, /, 自然, 堂,  , 雪域, 精粹, 纯粹, 滋润霜, 50g,  ,...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>CHANDO/自然堂凝时鲜颜肌活乳液120ML 淡化细纹补水滋润专柜正品</td>\n",
       "      <td>[CHANDO, /, 自然, 堂, 凝, 时鲜, 颜肌活, 乳液, 120ML,  , 淡...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>CHANDO/自然堂活泉保湿修护精华水（滋润型135ml 补水控油爽肤水</td>\n",
       "      <td>[CHANDO, /, 自然, 堂, 活泉, 保湿, 修护, 精华, 水, （, 滋润, 型...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>CHANDO/自然堂 男士劲爽控油洁面膏 100g 深层清洁  男士洗面奶</td>\n",
       "      <td>[CHANDO, /, 自然, 堂,  , 男士, 劲爽, 控油, 洁面膏,  , 100g...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>CHANDO/自然堂雪域精粹纯粹滋润霜（清爽型）50g补水保湿滋润霜</td>\n",
       "      <td>[CHANDO, /, 自然, 堂, 雪域, 精粹, 纯粹, 滋润霜, （, 清爽型, ）,...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                   title  \\\n",
       "0    CHANDO/自然堂 雪域精粹纯粹滋润霜50g 补水保湿 滋润水润面霜   \n",
       "1   CHANDO/自然堂凝时鲜颜肌活乳液120ML 淡化细纹补水滋润专柜正品   \n",
       "2   CHANDO/自然堂活泉保湿修护精华水（滋润型135ml 补水控油爽肤水   \n",
       "3  CHANDO/自然堂 男士劲爽控油洁面膏 100g 深层清洁  男士洗面奶   \n",
       "4     CHANDO/自然堂雪域精粹纯粹滋润霜（清爽型）50g补水保湿滋润霜   \n",
       "\n",
       "                                       item_name_cut  \n",
       "0  [CHANDO, /, 自然, 堂,  , 雪域, 精粹, 纯粹, 滋润霜, 50g,  ,...  \n",
       "1  [CHANDO, /, 自然, 堂, 凝, 时鲜, 颜肌活, 乳液, 120ML,  , 淡...  \n",
       "2  [CHANDO, /, 自然, 堂, 活泉, 保湿, 修护, 精华, 水, （, 滋润, 型...  \n",
       "3  [CHANDO, /, 自然, 堂,  , 男士, 劲爽, 控油, 洁面膏,  , 100g...  \n",
       "4  [CHANDO, /, 自然, 堂, 雪域, 精粹, 纯粹, 滋润霜, （, 清爽型, ）,...  "
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 结巴分词库\n",
    "import jieba \n",
    "# jieba.load_userdict('addwords.txt')\n",
    "title_cut = []\n",
    "for i in data.title:\n",
    "    j = jieba.lcut(i)\n",
    "    title_cut.append(j)\n",
    "    \n",
    "# 对标题进行分词，新增item_name_cut列\n",
    "data['item_name_cut'] = title_cut\n",
    "data[['title','item_name_cut']].head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'乳液': ('护肤品', '乳液类'),\n",
       " '美白乳': ('护肤品', '乳液类'),\n",
       " '润肤乳': ('护肤品', '乳液类'),\n",
       " '凝乳': ('护肤品', '乳液类'),\n",
       " \"柔肤液'\": ('护肤品', '乳液类'),\n",
       " '亮肤乳': ('护肤品', '乳液类'),\n",
       " '菁华乳': ('护肤品', '乳液类'),\n",
       " '眼霜': ('护肤品', '眼部护理'),\n",
       " '眼部精华': ('护肤品', '眼部护理'),\n",
       " '洗面': ('护肤品', '清洁类'),\n",
       " '洁面': ('护肤品', '清洁类'),\n",
       " '清洁': ('护肤品', '清洁类'),\n",
       " '卸妆': ('护肤品', '清洁类'),\n",
       " '洁颜': ('护肤品', '清洁类'),\n",
       " '洗颜': ('护肤品', '清洁类'),\n",
       " '去角质': ('护肤品', '清洁类'),\n",
       " '化妆水': ('护肤品', '化妆水'),\n",
       " '爽肤水': ('护肤品', '化妆水'),\n",
       " '柔肤水': ('护肤品', '化妆水'),\n",
       " '补水露': ('护肤品', '化妆水'),\n",
       " '凝露': ('护肤品', '化妆水'),\n",
       " '柔肤液': ('护肤品', '化妆水'),\n",
       " '精粹水': ('护肤品', '化妆水'),\n",
       " '亮肤水': ('护肤品', '化妆水'),\n",
       " '润肤水': ('护肤品', '化妆水'),\n",
       " '保湿水': ('护肤品', '化妆水'),\n",
       " '菁华水': ('护肤品', '化妆水'),\n",
       " '保湿喷雾': ('护肤品', '化妆水'),\n",
       " '面霜': ('护肤品', '面霜类'),\n",
       " '日霜': ('护肤品', '面霜类'),\n",
       " '晚霜': ('护肤品', '面霜类'),\n",
       " '柔肤霜': ('护肤品', '面霜类'),\n",
       " '滋润霜': ('护肤品', '面霜类'),\n",
       " '保湿霜': ('护肤品', '面霜类'),\n",
       " '凝霜': ('护肤品', '面霜类'),\n",
       " '日间霜': ('护肤品', '面霜类'),\n",
       " '晚间霜': ('护肤品', '面霜类'),\n",
       " '乳霜': ('护肤品', '面霜类'),\n",
       " '修护霜': ('护肤品', '面霜类'),\n",
       " '亮肤霜': ('护肤品', '面霜类'),\n",
       " '底霜': ('护肤品', '面霜类'),\n",
       " '精华液': ('护肤品', '精华类'),\n",
       " '精华水': ('护肤品', '精华类'),\n",
       " '精华露': ('护肤品', '精华类'),\n",
       " '防晒霜': ('护肤品', '防晒类'),\n",
       " '唇釉': ('化妆品', '口红类'),\n",
       " '口红': ('化妆品', '口红类'),\n",
       " '散粉': ('化妆品', '底妆类'),\n",
       " '蜜粉': ('化妆品', '底妆类'),\n",
       " '粉底液': ('化妆品', '底妆类'),\n",
       " '定妆粉': ('化妆品', '底妆类'),\n",
       " ' 气垫': ('化妆品', '底妆类'),\n",
       " '粉饼': ('化妆品', '底妆类'),\n",
       " 'BB': ('化妆品', '底妆类'),\n",
       " 'CC': ('化妆品', '底妆类'),\n",
       " '遮瑕': ('化妆品', '底妆类'),\n",
       " '粉霜': ('化妆品', '底妆类'),\n",
       " '粉底膏': ('化妆品', '底妆类'),\n",
       " '眉粉': ('化妆品', '眼部彩妆'),\n",
       " '染眉膏': ('化妆品', '眼部彩妆'),\n",
       " '眼线': ('化妆品', '眼部彩妆'),\n",
       " '眼影': ('化妆品', '眼部彩妆'),\n",
       " '鼻影': ('化妆品', '修容类'),\n",
       " '修容粉': ('化妆品', '修容类'),\n",
       " '高光': ('化妆品', '修容类')}"
      ]
     },
     "execution_count": 32,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 给商品添加分类\n",
    "basic_config_data = \"\"\"护肤品    套装    套装                            \n",
    "护肤品    乳液类    乳液    美白乳    润肤乳    凝乳    柔肤液'    亮肤乳    菁华乳    修护乳\n",
    "护肤品    眼部护理    眼霜    眼部精华    眼膜                    \n",
    "护肤品    面膜类    面膜                                                    \n",
    "护肤品    清洁类    洗面    洁面    清洁    卸妆    洁颜    洗颜    去角质    磨砂                        \n",
    "护肤品    化妆水    化妆水    爽肤水    柔肤水    补水露    凝露    柔肤液    精粹水    亮肤水    润肤水    保湿水    菁华水    保湿喷雾    舒缓喷雾\n",
    "护肤品    面霜类    面霜    日霜    晚霜    柔肤霜    滋润霜    保湿霜    凝霜    日间霜    晚间霜    乳霜    修护霜    亮肤霜    底霜    菁华霜\n",
    "护肤品    精华类    精华液    精华水    精华露    精华素                                        \n",
    "护肤品    防晒类    防晒霜    防晒喷雾                                                \n",
    "化妆品    口红类    唇釉    口红    唇彩                                            \n",
    "化妆品    底妆类    散粉    蜜粉    粉底液    定妆粉     气垫    粉饼    BB    CC    遮瑕    粉霜    粉底膏    粉底霜        \n",
    "化妆品    眼部彩妆    眉粉    染眉膏    眼线    眼影    睫毛膏                                    \n",
    "化妆品    修容类    鼻影    修容粉    高光    腮红                                        \n",
    "其他    其他    其他\"\"\"\n",
    "\n",
    "# 将字符串basic_config_data 转为字典 category_config_map\n",
    "category_config_map = {}\n",
    "for config_line in basic_config_data.split('\\n'):\n",
    "    basic_cateogry_list = config_line.strip().strip('\\n').strip('    ').split('    ')\n",
    "    main_category = basic_cateogry_list[0]\n",
    "    sub_category = basic_cateogry_list[1]\n",
    "    unit_category_list = basic_cateogry_list[2:-1]\n",
    "    for unit_category in unit_category_list:\n",
    "        if unit_category and unit_category.strip().strip('    '):\n",
    "            category_config_map[unit_category] = (main_category,sub_category)\n",
    "            \n",
    "category_config_map"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {},
   "outputs": [],
   "source": [
    "def func1(row):\n",
    "    sub_type = ''   #子类别\n",
    "    main_type = '' #主类别\n",
    "    exist = False\n",
    "    # 遍历item_name_cut 里每个词语\n",
    "    for temp in row:\n",
    "        # 如果词语包含在category_config_map里面，打上子类和主类标签\n",
    "        if temp in category_config_map:\n",
    "            sub_type = category_config_map.get(temp)[1]\n",
    "            main_type = category_config_map.get(temp)[0]\n",
    "            exist = True\n",
    "            break\n",
    "    if not exist:\n",
    "        sub_type= '其他'\n",
    "        main_type = '其他'\n",
    "        \n",
    "    return [sub_type, main_type]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>update_time</th>\n",
       "      <th>id</th>\n",
       "      <th>title</th>\n",
       "      <th>price</th>\n",
       "      <th>sale_count</th>\n",
       "      <th>comment_count</th>\n",
       "      <th>店名</th>\n",
       "      <th>item_name_cut</th>\n",
       "      <th>sub_type</th>\n",
       "      <th>main_type</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2016/11/14</td>\n",
       "      <td>A18164178225</td>\n",
       "      <td>CHANDO/自然堂 雪域精粹纯粹滋润霜50g 补水保湿 滋润水润面霜</td>\n",
       "      <td>139.0</td>\n",
       "      <td>26719.0</td>\n",
       "      <td>2704.0</td>\n",
       "      <td>自然堂</td>\n",
       "      <td>[CHANDO, /, 自然, 堂,  , 雪域, 精粹, 纯粹, 滋润霜, 50g,  ,...</td>\n",
       "      <td>面霜类</td>\n",
       "      <td>护肤品</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2016/11/14</td>\n",
       "      <td>A18177105952</td>\n",
       "      <td>CHANDO/自然堂凝时鲜颜肌活乳液120ML 淡化细纹补水滋润专柜正品</td>\n",
       "      <td>194.0</td>\n",
       "      <td>8122.0</td>\n",
       "      <td>1492.0</td>\n",
       "      <td>自然堂</td>\n",
       "      <td>[CHANDO, /, 自然, 堂, 凝, 时鲜, 颜肌活, 乳液, 120ML,  , 淡...</td>\n",
       "      <td>乳液类</td>\n",
       "      <td>护肤品</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2016/11/14</td>\n",
       "      <td>A18177226992</td>\n",
       "      <td>CHANDO/自然堂活泉保湿修护精华水（滋润型135ml 补水控油爽肤水</td>\n",
       "      <td>99.0</td>\n",
       "      <td>12668.0</td>\n",
       "      <td>589.0</td>\n",
       "      <td>自然堂</td>\n",
       "      <td>[CHANDO, /, 自然, 堂, 活泉, 保湿, 修护, 精华, 水, （, 滋润, 型...</td>\n",
       "      <td>化妆水</td>\n",
       "      <td>护肤品</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>2016/11/14</td>\n",
       "      <td>A18178033846</td>\n",
       "      <td>CHANDO/自然堂 男士劲爽控油洁面膏 100g 深层清洁  男士洗面奶</td>\n",
       "      <td>38.0</td>\n",
       "      <td>25805.0</td>\n",
       "      <td>4287.0</td>\n",
       "      <td>自然堂</td>\n",
       "      <td>[CHANDO, /, 自然, 堂,  , 男士, 劲爽, 控油, 洁面膏,  , 100g...</td>\n",
       "      <td>清洁类</td>\n",
       "      <td>护肤品</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>2016/11/14</td>\n",
       "      <td>A18178045259</td>\n",
       "      <td>CHANDO/自然堂雪域精粹纯粹滋润霜（清爽型）50g补水保湿滋润霜</td>\n",
       "      <td>139.0</td>\n",
       "      <td>5196.0</td>\n",
       "      <td>618.0</td>\n",
       "      <td>自然堂</td>\n",
       "      <td>[CHANDO, /, 自然, 堂, 雪域, 精粹, 纯粹, 滋润霜, （, 清爽型, ）,...</td>\n",
       "      <td>面霜类</td>\n",
       "      <td>护肤品</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "  update_time            id                                  title  price  \\\n",
       "0  2016/11/14  A18164178225    CHANDO/自然堂 雪域精粹纯粹滋润霜50g 补水保湿 滋润水润面霜  139.0   \n",
       "1  2016/11/14  A18177105952   CHANDO/自然堂凝时鲜颜肌活乳液120ML 淡化细纹补水滋润专柜正品  194.0   \n",
       "2  2016/11/14  A18177226992   CHANDO/自然堂活泉保湿修护精华水（滋润型135ml 补水控油爽肤水   99.0   \n",
       "3  2016/11/14  A18178033846  CHANDO/自然堂 男士劲爽控油洁面膏 100g 深层清洁  男士洗面奶   38.0   \n",
       "4  2016/11/14  A18178045259     CHANDO/自然堂雪域精粹纯粹滋润霜（清爽型）50g补水保湿滋润霜  139.0   \n",
       "\n",
       "   sale_count  comment_count   店名  \\\n",
       "0     26719.0         2704.0  自然堂   \n",
       "1      8122.0         1492.0  自然堂   \n",
       "2     12668.0          589.0  自然堂   \n",
       "3     25805.0         4287.0  自然堂   \n",
       "4      5196.0          618.0  自然堂   \n",
       "\n",
       "                                       item_name_cut sub_type main_type  \n",
       "0  [CHANDO, /, 自然, 堂,  , 雪域, 精粹, 纯粹, 滋润霜, 50g,  ,...      面霜类       护肤品  \n",
       "1  [CHANDO, /, 自然, 堂, 凝, 时鲜, 颜肌活, 乳液, 120ML,  , 淡...      乳液类       护肤品  \n",
       "2  [CHANDO, /, 自然, 堂, 活泉, 保湿, 修护, 精华, 水, （, 滋润, 型...      化妆水       护肤品  \n",
       "3  [CHANDO, /, 自然, 堂,  , 男士, 劲爽, 控油, 洁面膏,  , 100g...      清洁类       护肤品  \n",
       "4  [CHANDO, /, 自然, 堂, 雪域, 精粹, 纯粹, 滋润霜, （, 清爽型, ）,...      面霜类       护肤品  "
      ]
     },
     "execution_count": 34,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 将子类别sub_type新增为一列\n",
    "data['sub_type'] = data['item_name_cut'].map(lambda r:func1(r)[0])\n",
    "# 将主类别main-type新增为一列\n",
    "data['main_type'] = data['item_name_cut'].map(lambda r:func1(r)[1])\n",
    "data.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>update_time</th>\n",
       "      <th>id</th>\n",
       "      <th>title</th>\n",
       "      <th>price</th>\n",
       "      <th>sale_count</th>\n",
       "      <th>comment_count</th>\n",
       "      <th>店名</th>\n",
       "      <th>item_name_cut</th>\n",
       "      <th>sub_type</th>\n",
       "      <th>main_type</th>\n",
       "      <th>是否男士专用</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2016/11/14</td>\n",
       "      <td>A18164178225</td>\n",
       "      <td>CHANDO/自然堂 雪域精粹纯粹滋润霜50g 补水保湿 滋润水润面霜</td>\n",
       "      <td>139.0</td>\n",
       "      <td>26719.0</td>\n",
       "      <td>2704.0</td>\n",
       "      <td>自然堂</td>\n",
       "      <td>[CHANDO, /, 自然, 堂,  , 雪域, 精粹, 纯粹, 滋润霜, 50g,  ,...</td>\n",
       "      <td>面霜类</td>\n",
       "      <td>护肤品</td>\n",
       "      <td>否</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2016/11/14</td>\n",
       "      <td>A18177105952</td>\n",
       "      <td>CHANDO/自然堂凝时鲜颜肌活乳液120ML 淡化细纹补水滋润专柜正品</td>\n",
       "      <td>194.0</td>\n",
       "      <td>8122.0</td>\n",
       "      <td>1492.0</td>\n",
       "      <td>自然堂</td>\n",
       "      <td>[CHANDO, /, 自然, 堂, 凝, 时鲜, 颜肌活, 乳液, 120ML,  , 淡...</td>\n",
       "      <td>乳液类</td>\n",
       "      <td>护肤品</td>\n",
       "      <td>否</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2016/11/14</td>\n",
       "      <td>A18177226992</td>\n",
       "      <td>CHANDO/自然堂活泉保湿修护精华水（滋润型135ml 补水控油爽肤水</td>\n",
       "      <td>99.0</td>\n",
       "      <td>12668.0</td>\n",
       "      <td>589.0</td>\n",
       "      <td>自然堂</td>\n",
       "      <td>[CHANDO, /, 自然, 堂, 活泉, 保湿, 修护, 精华, 水, （, 滋润, 型...</td>\n",
       "      <td>化妆水</td>\n",
       "      <td>护肤品</td>\n",
       "      <td>否</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>2016/11/14</td>\n",
       "      <td>A18178033846</td>\n",
       "      <td>CHANDO/自然堂 男士劲爽控油洁面膏 100g 深层清洁  男士洗面奶</td>\n",
       "      <td>38.0</td>\n",
       "      <td>25805.0</td>\n",
       "      <td>4287.0</td>\n",
       "      <td>自然堂</td>\n",
       "      <td>[CHANDO, /, 自然, 堂,  , 男士, 劲爽, 控油, 洁面膏,  , 100g...</td>\n",
       "      <td>清洁类</td>\n",
       "      <td>护肤品</td>\n",
       "      <td>是</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>2016/11/14</td>\n",
       "      <td>A18178045259</td>\n",
       "      <td>CHANDO/自然堂雪域精粹纯粹滋润霜（清爽型）50g补水保湿滋润霜</td>\n",
       "      <td>139.0</td>\n",
       "      <td>5196.0</td>\n",
       "      <td>618.0</td>\n",
       "      <td>自然堂</td>\n",
       "      <td>[CHANDO, /, 自然, 堂, 雪域, 精粹, 纯粹, 滋润霜, （, 清爽型, ）,...</td>\n",
       "      <td>面霜类</td>\n",
       "      <td>护肤品</td>\n",
       "      <td>否</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "  update_time            id                                  title  price  \\\n",
       "0  2016/11/14  A18164178225    CHANDO/自然堂 雪域精粹纯粹滋润霜50g 补水保湿 滋润水润面霜  139.0   \n",
       "1  2016/11/14  A18177105952   CHANDO/自然堂凝时鲜颜肌活乳液120ML 淡化细纹补水滋润专柜正品  194.0   \n",
       "2  2016/11/14  A18177226992   CHANDO/自然堂活泉保湿修护精华水（滋润型135ml 补水控油爽肤水   99.0   \n",
       "3  2016/11/14  A18178033846  CHANDO/自然堂 男士劲爽控油洁面膏 100g 深层清洁  男士洗面奶   38.0   \n",
       "4  2016/11/14  A18178045259     CHANDO/自然堂雪域精粹纯粹滋润霜（清爽型）50g补水保湿滋润霜  139.0   \n",
       "\n",
       "   sale_count  comment_count   店名  \\\n",
       "0     26719.0         2704.0  自然堂   \n",
       "1      8122.0         1492.0  自然堂   \n",
       "2     12668.0          589.0  自然堂   \n",
       "3     25805.0         4287.0  自然堂   \n",
       "4      5196.0          618.0  自然堂   \n",
       "\n",
       "                                       item_name_cut sub_type main_type 是否男士专用  \n",
       "0  [CHANDO, /, 自然, 堂,  , 雪域, 精粹, 纯粹, 滋润霜, 50g,  ,...      面霜类       护肤品      否  \n",
       "1  [CHANDO, /, 自然, 堂, 凝, 时鲜, 颜肌活, 乳液, 120ML,  , 淡...      乳液类       护肤品      否  \n",
       "2  [CHANDO, /, 自然, 堂, 活泉, 保湿, 修护, 精华, 水, （, 滋润, 型...      化妆水       护肤品      否  \n",
       "3  [CHANDO, /, 自然, 堂,  , 男士, 劲爽, 控油, 洁面膏,  , 100g...      清洁类       护肤品      是  \n",
       "4  [CHANDO, /, 自然, 堂, 雪域, 精粹, 纯粹, 滋润霜, （, 清爽型, ）,...      面霜类       护肤品      否  "
      ]
     },
     "execution_count": 35,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 将“是否男士专用”新增为一列\n",
    "gender = []\n",
    "for i in range(len(data)):\n",
    "    if '男' in data.item_name_cut[i]:\n",
    "        gender.append('是')\n",
    "    elif '男士' in data.item_name_cut[i]:\n",
    "        gender.append('是')\n",
    "    elif '男生' in data.item_name_cut[i]:\n",
    "        gender.append('是')\n",
    "    else:\n",
    "        gender.append('否')\n",
    "        \n",
    "# 将“是否男士专用”新增为一列\n",
    "data['是否男士专用'] = gender\n",
    "data.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>update_time</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2016-11-14</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2016-11-14</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2016-11-14</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>2016-11-14</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>2016-11-14</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "  update_time\n",
       "0  2016-11-14\n",
       "1  2016-11-14\n",
       "2  2016-11-14\n",
       "3  2016-11-14\n",
       "4  2016-11-14"
      ]
     },
     "execution_count": 37,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 新增销售额、购买日期（天）为一列\n",
    "# 销售额=销售量*价格\n",
    "data['销售额'] = data.sale_count*data.price\n",
    "\n",
    "# 新增购买日期为一列\n",
    "# 转换时间格式\n",
    "data['update_time'] = pd.to_datetime(data['update_time'])\n",
    "\n",
    "data[['update_time']].head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 将时间设置为新的index\n",
    "data = data.set_index('update_time')\n",
    "\n",
    "# 新增时间“天”为一列\n",
    "data['day'] = data.index.day\n",
    "\n",
    "# 删除中文分词的一列\n",
    "del data['item_name_cut']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>id</th>\n",
       "      <th>title</th>\n",
       "      <th>price</th>\n",
       "      <th>sale_count</th>\n",
       "      <th>comment_count</th>\n",
       "      <th>店名</th>\n",
       "      <th>sub_type</th>\n",
       "      <th>main_type</th>\n",
       "      <th>是否男士专用</th>\n",
       "      <th>销售额</th>\n",
       "      <th>day</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>update_time</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2016-11-14</th>\n",
       "      <td>A18164178225</td>\n",
       "      <td>CHANDO/自然堂 雪域精粹纯粹滋润霜50g 补水保湿 滋润水润面霜</td>\n",
       "      <td>139.0</td>\n",
       "      <td>26719.0</td>\n",
       "      <td>2704.0</td>\n",
       "      <td>自然堂</td>\n",
       "      <td>面霜类</td>\n",
       "      <td>护肤品</td>\n",
       "      <td>否</td>\n",
       "      <td>3713941.0</td>\n",
       "      <td>14</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2016-11-14</th>\n",
       "      <td>A18177105952</td>\n",
       "      <td>CHANDO/自然堂凝时鲜颜肌活乳液120ML 淡化细纹补水滋润专柜正品</td>\n",
       "      <td>194.0</td>\n",
       "      <td>8122.0</td>\n",
       "      <td>1492.0</td>\n",
       "      <td>自然堂</td>\n",
       "      <td>乳液类</td>\n",
       "      <td>护肤品</td>\n",
       "      <td>否</td>\n",
       "      <td>1575668.0</td>\n",
       "      <td>14</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2016-11-14</th>\n",
       "      <td>A18177226992</td>\n",
       "      <td>CHANDO/自然堂活泉保湿修护精华水（滋润型135ml 补水控油爽肤水</td>\n",
       "      <td>99.0</td>\n",
       "      <td>12668.0</td>\n",
       "      <td>589.0</td>\n",
       "      <td>自然堂</td>\n",
       "      <td>化妆水</td>\n",
       "      <td>护肤品</td>\n",
       "      <td>否</td>\n",
       "      <td>1254132.0</td>\n",
       "      <td>14</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2016-11-14</th>\n",
       "      <td>A18178033846</td>\n",
       "      <td>CHANDO/自然堂 男士劲爽控油洁面膏 100g 深层清洁  男士洗面奶</td>\n",
       "      <td>38.0</td>\n",
       "      <td>25805.0</td>\n",
       "      <td>4287.0</td>\n",
       "      <td>自然堂</td>\n",
       "      <td>清洁类</td>\n",
       "      <td>护肤品</td>\n",
       "      <td>是</td>\n",
       "      <td>980590.0</td>\n",
       "      <td>14</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2016-11-14</th>\n",
       "      <td>A18178045259</td>\n",
       "      <td>CHANDO/自然堂雪域精粹纯粹滋润霜（清爽型）50g补水保湿滋润霜</td>\n",
       "      <td>139.0</td>\n",
       "      <td>5196.0</td>\n",
       "      <td>618.0</td>\n",
       "      <td>自然堂</td>\n",
       "      <td>面霜类</td>\n",
       "      <td>护肤品</td>\n",
       "      <td>否</td>\n",
       "      <td>722244.0</td>\n",
       "      <td>14</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                       id                                  title  price  \\\n",
       "update_time                                                               \n",
       "2016-11-14   A18164178225    CHANDO/自然堂 雪域精粹纯粹滋润霜50g 补水保湿 滋润水润面霜  139.0   \n",
       "2016-11-14   A18177105952   CHANDO/自然堂凝时鲜颜肌活乳液120ML 淡化细纹补水滋润专柜正品  194.0   \n",
       "2016-11-14   A18177226992   CHANDO/自然堂活泉保湿修护精华水（滋润型135ml 补水控油爽肤水   99.0   \n",
       "2016-11-14   A18178033846  CHANDO/自然堂 男士劲爽控油洁面膏 100g 深层清洁  男士洗面奶   38.0   \n",
       "2016-11-14   A18178045259     CHANDO/自然堂雪域精粹纯粹滋润霜（清爽型）50g补水保湿滋润霜  139.0   \n",
       "\n",
       "             sale_count  comment_count   店名 sub_type main_type 是否男士专用  \\\n",
       "update_time                                                             \n",
       "2016-11-14      26719.0         2704.0  自然堂      面霜类       护肤品      否   \n",
       "2016-11-14       8122.0         1492.0  自然堂      乳液类       护肤品      否   \n",
       "2016-11-14      12668.0          589.0  自然堂      化妆水       护肤品      否   \n",
       "2016-11-14      25805.0         4287.0  自然堂      清洁类       护肤品      是   \n",
       "2016-11-14       5196.0          618.0  自然堂      面霜类       护肤品      否   \n",
       "\n",
       "                   销售额  day  \n",
       "update_time                  \n",
       "2016-11-14   3713941.0   14  \n",
       "2016-11-14   1575668.0   14  \n",
       "2016-11-14   1254132.0   14  \n",
       "2016-11-14    980590.0   14  \n",
       "2016-11-14    722244.0   14  "
      ]
     },
     "execution_count": 40,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 查看最终数据表格\n",
    "data.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 保存清理好的数据为Excel格式\n",
    "data.to_excel('./clean_beautymakeup.xlsx',sheet_name='clean_data')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 三、数据探索"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Index(['id', 'title', 'price', 'sale_count', 'comment_count', '店名', 'sub_type',\n",
       "       'main_type', '是否男士专用', '销售额', 'day'],\n",
       "      dtype='object')"
      ]
     },
     "execution_count": 42,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns\n",
    "%matplotlib inline\n",
    "\n",
    "data.columns"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 3.1 各品牌SKU数"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 864x504 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.rcParams['font.sans-serif']=['SimHei']  #指定默认字体  \n",
    "plt.rcParams['axes.unicode_minus']=False  #解决负号'-'显示为方块的问题\n",
    "\n",
    "plt.figure(figsize=(12,7))\n",
    "# 计算各店铺的商品数量\n",
    "data['店名'].value_counts().sort_values(ascending=False).plot.bar(width=0.8,alpha=0.6,color='b')\n",
    "\n",
    "plt.title('各品牌SKU数',fontsize=18)\n",
    "plt.ylabel('商品数量',fontsize=14)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "悦诗风吟的商品数量最多，其次为佰草集、欧莱雅"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 3.2 品牌总销量和总销售额"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 864x720 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig,axes = plt.subplots(1,2,figsize=(12,10))\n",
    "\n",
    "ax1 = data.groupby('店名').sale_count.sum().sort_values(ascending=True).plot(kind='barh',ax=axes[0],width=0.6)\n",
    "ax1.set_title('品牌总销售量',fontsize=12)\n",
    "ax1.set_xlabel('总销售量')\n",
    "\n",
    "ax2 = data.groupby('店名')['销售额'].sum().sort_values(ascending=True).plot(kind='barh',ax=axes[1],width=0.6)\n",
    "ax2.set_title('品牌总销售额',fontsize=12)\n",
    "ax2.set_xlabel('总销售额')\n",
    "\n",
    "plt.subplots_adjust(wspace=0.4)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "相宜本草的销售量和销售额都是最高的。销量第二至第五，分别为美宝莲、悦诗风吟、妮维雅、欧莱雅；销售额第二至第五，分别为欧莱雅、佰草集、美宝莲、悦诗风吟。 宝莲、悦诗风吟、欧莱雅都在销量、销售额前五中。"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 3.3 各类别的销售量、销售额情况"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 87,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1296x864 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig,axes = plt.subplots(1,2,figsize=(18,12))\n",
    "\n",
    "data1 = data.groupby('main_type')['sale_count'].sum()\n",
    "ax1 = data1.plot(kind='pie',ax=axes[0],autopct='%.1f%%', # 设置百分比的格式，这里保留一位小数\n",
    "pctdistance=0.8, # 设置百分比标签与圆心的距离\n",
    "labels= data1.index,\n",
    "labeldistance = 1.05, # 设置标签与圆心的距离\n",
    "startangle = 60, # 设置饼图的初始角度\n",
    "radius = 1.2, # 设置饼图的半径\n",
    "counterclock = False, # 是否逆时针，这里设置为顺时针方向\n",
    "wedgeprops = {'linewidth': 1.2, },# 设置饼图内外边界的属性值\n",
    "textprops = {'fontsize':16, 'color':'k','rotation':80}, # 设置文本标签的属性值\n",
    ")\n",
    "ax1.set_title('主类别销售量占比',fontsize=20)\n",
    "\n",
    "data2 = data.groupby('sub_type')['sale_count'].sum()\n",
    "ax2 = data2.plot(kind='pie',ax=axes[1],autopct='%.1f%%', \n",
    "pctdistance=0.8, \n",
    "labels= data2.index,\n",
    "labeldistance = 1.05,\n",
    "startangle = 230, \n",
    "radius = 1.2, \n",
    "counterclock = False, \n",
    "wedgeprops = {'linewidth': 1.2, },\n",
    "textprops = {'fontsize':16, 'color':'k','rotation':80}, \n",
    ")\n",
    "\n",
    "ax2.set_title('子类别销售量占比',fontsize=20)\n",
    "\n",
    "# 设置坐标标签\n",
    "ax1.set_xlabel(..., fontsize=16,labelpad=38.5)\n",
    "ax1.set_ylabel(..., fontsize=16,labelpad=38.5)\n",
    "ax2.set_xlabel(..., fontsize=16,labelpad=38.5)\n",
    "ax2.set_ylabel(..., fontsize=16,labelpad=38.5)\n",
    "plt.subplots_adjust(wspace=0.4)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "从主类别销售量占比情况来看，护肤品的销量远大于化妆品；\n",
    "\n",
    "从子类别销售量占比情况来看，底妆类、口红类在化妆品中销量最多，清洁类、化妆水、面霜类在护肤品中销量最多。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 101,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAABDwAAAIyCAYAAAAnsNqpAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjMuNCwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8QVMy6AAAACXBIWXMAAAsTAAALEwEAmpwYAACsIElEQVR4nOzdd7gjVfnA8e9hC7t0pPfelM6qIL2LCCgCgiKC0kRApaNCCIKCICBNwQIiRYog0jtSRCmKwA8FpUjvCsLSdvf8/nhPNrPZuw1ukrvh+3mePDeZmeSemUxmznlPSzlnJEmSJEmSesk03U6AJEmSJElSfzPgIUmSJEmSeo4BD0mSJEmS1HMMeEiSJEmSpJ5jwEOSJEmSJPUcAx4fYPV6vSvff71e36byfP7q6/f5ucPq9fq05fmQlnXTtC6bWtXr9d3r9frwyutv1uv1JTr4/6ft1rkjSZIkSZMrOS1t99Xr9U8CN9RqtXfL6xOAY2u12lPv4zPvrNVqH6vX6x8Flq7Var/uY5uzge/XarUHy+tbgQ1qtdrbE/jMbYEVarXawS3L1wG+CIyeQHIScHWtVrukXq8vCRwD/AAYDCwKbAEcDwwC/lGr1Z6v1+tfAfYDngHmA8YAzwKzArfVarVvlP+9NTBbrVb7ab1e3xJYC7gD+GitVtuvksaPAqcAcwIPlMUfBU4FDq/VarkU4l8B7q6ku/oDWQmYv1arvTmB/Zxs9Xr9GODWWq32+/L6vlqttnxl/YO1Wu3DLe8ZWtKzC3AvcG+tVhtZr9fvBlZrnD9l22WB64F/AHMAQ4hjuRCwe61Wu6Zerw8C9gXemUAyBwE/LevXBkaV5buWz7q8vB5Sq9Wuq9frKwI/At4t/+88YJ+yLcBCtVqtY4EZSZIkSR9sg7udAAGwGPD1UmAfA5xJBBCOrtfr004oADEJr5W/swOLQ9TMNz6rFO7XAE6t1+sA3wXeJgqr46jX6/fUarVVyvrG+4cDM9dqteeAu4iC9ajW9wJ3Ah8H3iqvvwz8HliaKBTPA8xUXg8lghrPl886rlar/bxer+8OvFWr1c4swZVNK59fDUhsVdK/IrBsvV7/PnB5rVb7Y61Wu6ter58HrFe2/Us5Rv8BhgMja7XamBJ42KBery8AnFmr1TaoHIfrmXBwYDz1en1x4NDyngScWqvV7imr32j5rNYgyuvlMwYBXwF+DmwLfJo4R9YChtbr9SOABYHr6vV6Kvt7DBF8urpWq+1Yr9e3AmYvQaHvVv7vGOAmmt/5iPL4aXk9qGw7DTA/ze9wbuCv5S/AMIBarXYvsH7lWI0EjgNuBh4p/0uSJEmSOsJm6QNArVY7BdidqLm/Bjgd2K1er18DXD0ln1Wv109vWZSBXArwf67X60uV5RsQBfp1gP8jCqcAx9Tr9U1aPqNxnswMrF2v139PBDg+VdL/BhE8u6jy2KNWq70EjKnVai/WarX/1ev1GYCvEoXxQURQZzNgGWB7YL1arfZwJd371+v1m4lWAgeV5yeU91Ov17cDdgO2rdfrhxABj58RBewHiBYd99fr9fnq9foN5f9NTwSUFgE+RLQiObKyr2NK4OBUYHi9Xr+5Xq8/2ehCUqvVJtSKpS+PADvWarWdgZdKOq+p1+uXA18AjqjX69+s7G/VmHq9vgxwLbAmMH2tVjuLaL1yFhFkOgH4GhEAqhEtOo6rfMYnyzGrA/uU519trKzVapkIOl1RPmtP4JPl+e+AeWq12ru1Wu3tWq12JvAZYGfgI8Dm5fm2ZR0A9Xp9+3q9Ppj4jsaUxRfitUaSJElSh1kI6bJ6vT5XvV6/AFiiVqudWloUHABcUKvVNq7VautO4UfOX/5+pHR1GEHUup8PfLNWqz1UCvTfJLqTACwJ/L08PxI4ql6vf6Rer09fr9c/C8xXr9dvBHYCHge+RHRXaHRVgAh4PF4CKLtXPrvq68AN5fl8wGHlMy8q75ujsm0GjinLjwOOKs+/2digVqudB5wG/IYIZNxIdJWpEYXzc4FZarXa00TQ5HGipcVbwBnl+b+BO8oxafgy8DLwNBEM+tJ77MYyFDi/Xq9PRwQJDgI+V6vVPl3S9t1arXZC2XZ4vV6/rV6v31Ov1/ckWr4cCxxcq9V2qNVqr5dg1eeIY3g2cATRumJ5YC7i+DcCMoOJVizfJb6rS8vz60q6Gt4FHiO6p9wBPFyeP8z4LXYWLv/z88Ah5fk8LduMAH4C3Efz+vLSFAaKJEmSJOl9M+DRZbVa7XkigPB/9Xp9tTKOxg+Bber1+nX1ev18gHq9vnC9Xs9lbIaJadSq/1+tVhtBjEfxHLBOrVa7uazbCvgD8KF6vb4okBoF+lqt9gpR0z8T0VViaeCZWq22HjHOxr9rtdqrRHDixSnc3V8QBW+IQvePiBYZW5YuEPNVtp3S7lYHA/8iWsnsDZxdq9XWrtVqT9br9VWIQM5o4Ergs8DhxHG5ihiTYtXKZ11FdL+YnugOtFq9Xl9pCtND6T50KtHC4U2ie9F5E9j8zVqttkatVlulVqudDDxbq9U2rdVqd1a2mY4IWKwMHE20itmNCGgtRwQpGgO2vgj8kuh2Mgvxfc5NtBh5sDLoaCICQZcT3Y/+j2bAoxoEgmiVM3fLo/UaciCwDtECZZryGdNX/pckSZIkdYRjeAwAtVrt7Xq9Xq/VansAa5ZxKj5Zq9UOqmz2NNH149H38C/+r1arVceLuIj47u8nutCcVpankp5bK9v+vV6vb1GeTwNMU6/XvwSsRgx4WdXoQjEdzRYjY9VqtZfq9XojIPMT4AngKWD5Wq12VMvm0wNfKwOlzkd08dieGLT0uj72sdGy5SyiYD5bvV7fANiSCAacQoyVslXZbjQxgOdrREuFjxEtHAA2Jrr43FH+9wtEC40pVqvVbqrX6zsCb5TBWJ+t1+trvsfP+mu9Xv8X0aJlllqt9gRAvV6fiRhUtF42HUEERN4p6Z+77M9GRDebbxGtbe4lAjGNcTvmJVp1NII757QkYUai9U7Vh1peL1A+cxdi/JKlgFnq9fraJd2SJEmS1BG28BgA6vX6+nQw+FSr1XKZ0eNuojD8dFk1ZBJTtw4h0vkaEThYrF6vL1jWjSFaVaxDjO1x5STS8DRR0D6ACLy0+jAxm8gGwI+J7i0bUAmy1Ov1NYixMHYixrkA2IFo9XAmsHatVnuhVqudWavVriKCIn8mxkVpPOav1Wo312q1H1fSdlY5JjOUtJ1fq9XOriauXq9vVgIZE1Wv15cvnzNzCXQcCtwzgW0H1+v1r1bG9Wgsn7vSImMIEQwaWa/XdyjLXgJerNVqo0r676jVamsBexADwH6b6OrzKHBArVZbvQwwSq1Wu5/oOvMoMRDp1rVabZ3yaASAGt5g3HFaLgJeraRzfqIFy/bE4LOvEQPI/hlYpVar/WRSx0uSJEmS+ostPAaGQ4ka8YmZj2g1sRzNaVX7Mqi0yPhIvV6/BbiAMmZDmdHj5lqtdn29Xl8OOBlYFzikXq+vQIxr0VcQbIZ6vf6hWq12PjEWCOXzTicK76eV1gb7wdiWHJfU6/W5gWlbPitV/sfZxOCYm9RjGt0Xy+cmoovJ/pX3NLpDNAbEbDz/fq1Wu7u87xNEN45piJYH69Tr9SvKrCUNa9OcbYSW5xCtQ6jVan+s1+tvATsSx/6h8j8Gl8DC54juPmf2cbwax2d54hhvVdK0V6P1TAlg5MZnEt2H7iIGED0O2KlMQzuKmKHl1Hq9/gLRGmcP4hxYs16vXwr8ieie9Eti/JJ3iPFCVirp/yjRneZLwJn1ev11YmyQh0pSf0GMA7IFcEu9Xv9vCUg19mNwSes7RKuQqrfKvkxT/s8xtVrtvhIM2pno+nQ2sFS9Xl8V+EStVjsOSZIkSWozAx5dVq/XPwm8VqvVHi7jd7xDjLcwS71eH0F0Dzm9zIQx0TEQ6vX6ikSLjWWBjWq12v31en0JYsrSjYjgw4/LQKTfAL5cq9Uer9frnwG2JqY9PagMsnlAGRQUopB9eaWVQcNLxECYfVmB6EZyasvyIcQAnceVfVuImGXkt/V6fVaiy8S0wF21Wq0xc8xrwLv1en1hojXCNwAqY5I0DAW+UqvV/tFyXBotD+YiBlqtBjmWLuOH/JgINixfuuVUnVaPqXtXKOkfRQRjjmTiZge2r9VqL5TX3ynpOZhoBfOzsh+j6vX6j4BfN7at1+u/IwYnTUTri2vK/n2ufGeDia4336/Van8u7/kKEeh5jAie7Fum2v0EMG2tVnsG2Kh0mXqmzAJzCDAbMW7J/MS0t0fX6/U5iO9hF6L70o5EC4/DWvZxJNHF6IJarXZaZfkvS9q/Qgxge0r5rG9P4phJHzgppYWBuXPOf+p2WiZXSmle4OWc8xRNmz417usHVUppMDA659w6i5gkSVOPnLOPLj4OO+ywdNhhh83b4f856LDDDktd3u9hEzgWqTwf2qV0zTyZ233ssMMOm/U9/o9punnsW86DOSayfvD7+OyZur1/PnxMLQ9izJ0MbPw+PmNmYpDlyXmMd/2tfM60ledbAv8Flu1ju3OJcZgGdXpfK5+1K7DYBNadRrQym3YyP2th4Msty44HnmlZtjsx+PaHJvF5nyTGLVqlj3VDiaD017qxv2Vf/zyx74CoPMnAnpPxeSOIwa+n5DHi/X7/Pnz48OHDx+Q8Us4G7iVJ6oaU0hCiFdc/cs4bvo/P+TIT6WLX4mM557sm8Dm/LesXSCltQXQ7XCrn/HBKaVGa01pfR3Mq8Kpncs6vTeCz+2Vfy2fNSnTtGwmsmnN+ubLuQ8T4RfcAn8g5j+n7U8b5vJOIGcr2yTkfX5adCHwp5zxreb04MdbRM8D6OeenJvJ53yEGxF4h53xfy7rVgD8Cp+acv97p/S37tRfwlZzzGWXZHMAJwEk55z+llGYB/gPsnHP+RfnuLgZ+mXO+pOXzRhABnE2ILpYTsyrRonBEzrnP8awkSepPDloqSVL3fJ3oTrZBSilP5HHmJD7nlfJ3aaLrXV+PDco2b07kc96oPG90V2nM8nUVMZbU30uad6i8bjw+2YF9Jef8H2BzYvyjX7Ws3prosrvf5AQ7im8SM1Mdl1JqjB81hjJmVEppTmL/XwHWnViwo1gGeLg12FF8img9MdnjGfXX/qaUliBaqdwF/CGltGRZ9jYx+PfppStLo+tnY8ysLxBdHmfr42Mb58lVRJBkYo+ryrbvIElSBziGhyRJXZBSmocYtPoJYlroTYipuhuGErXqQyljF01Eo9A5Ouc8agL/r1F4Hd3X+srn9Pl+IlDyi5zzzuXzXgWOyTkfUcbmeIzxB4Ju/O9+29eU0kzlM94gWrW8mlJaurLJzsDfgJfK8tE553/28TmDgFnKPr9DdBlZAHi4FPpT2W4wMA8RpPgs8EJKaTgxztHbOec3K9stXj5+eeCuSrpG55z/mVKahggUvQBsndJ4Q3Odm3N+oo37ewYR/PooMU05wD055xEppT2Ay4jWHz+pvG86YvymPxODXLdq5CXXAW7vY33V6sDNmP+UJHWINxxJkjqsFD5/Q3RR+ChwK/CtnPOmlW1+Roy3sHHO+dW+Pqeiv1psjmbCAZGxgZCS/hmJQaWrxqu5b8O+fooYiLpq/z62+3v5+xIxY1SrRYDxAgPAWi2v3608b+2GsRcxGxfAnJX/CTGr2hfL81eI1hEbEK00HiRm8GqYnmidczsRFKrqr/39ERFwqBODdE9DBD/eAcg5X55SOgVobZWyaEnvkbnvftDTlb8XM+6x6suQ8nf4JLaTJKlfGPCQJKmDSi3/L4A1gE/lnF9IKe0C3JRSOiDn/MOU0lFEzf1uOecbJuNjG1OAL1paGvRlwfJ3Yvf+DAwpLQXmL8uWrrQOWTel9JvyGQnYLqX0CaLAPp427WujNcsiOefHJ7Zh6R4zofFCniSm736tPBoBnW2AnxLjYgwFFgP2JgJBPyG6ugwljnk1ONPoKvStnPMJlTT8nGZXn73K/10x5/xuZZvVgdsq+1b1vve3jPPxUWIGrSPLvg4GhjU+v7TCuZwISjQ+YzngOeAkYKaU0ow55/+V7Wcq+3wX0QJmSrxcztNpc85vTHJrSZLeIwMekiR11ixE64JDcs7XAOScb0kpHQYclVLaEFifmCHj9Mn8zA+Vv9dMxrYTq13PRGCk2lLhKmJ2FYgC7nNE1w+Ah4iZXGaawOfNQv/v6xRNhTuh7XNMqXtv43WK/iV7E9Of/4zonrM9EdRYlhgrYzNg1wmMzTGxrkKjU0rrEuNg7F0NdhSNlg8TC3hMrvG2zzm/klJamxinpLUVznZEC5w1gAuA+8s29wBrl8dsRAucpYnvHKLVyiAiePJmH587IdMQrUKmBf5AdIWRJKktDHhIktRBpfC5Yc65tYD4J2Kchg2IQuflU/CZZxDjM7xfiRjbYYnyfBDNwvgGwJ9yzt9MKe1KFP53yzm/Xcbw2KmPdPX7vpY0TYnxBsoYb4OUlgeOATYiZlc5lOiqMrR049gmpfR5oqXD3SmlI4Dvt4yXMrEBQzMR7HgMOC2lNFPLbDYTC3j0y/7mnEeV2WN+DlxLDF7615ImaI6/snlrS5KU0o7E+VUdo2UZItjR2O+JBXxa09c4tybVBUaSpPfFgIckSR3WCACklIYBnwO+RoyvcAlR+D8Y+FdK6cqy7A8558eqn5FSmp4ITPRldM75/jKd6EcmkpSHc84jqx9b0peJQvoYSqG0jMXRsC7wx9JKompoy+t+2dcJ/I/FymdOzMx9pakhpbQ98HlgUyLQs1HO+bqybjjR5aOxH+enlG4mWkHUgY1SSmv1MTPKNC3dihrHdN+U0o+Ibi0HppQWrwQ9Gl2S+hr0td/2N+f8r5RSI0jz75zznZXVkxOwGLuvjYFRU0o7Ey1ipsROOeczp/A9kiRNMQMekiR1UBlPYX1imtFPE11MLgC+kXO+p2zza2Isid2JcRdSSulFoqvJjTnnOvBh4M7x/wMATxNjcMxB1OJPyEeBuyuvh9Mcw6Ph+TIt6nBgq5TSGkT3hjdTSv8o2zRaKExbeV9/7mtVo0B//UT2q+rliaxbAViZmBnmtJaWKH8GlkspfTjn/CBAzvn5lNL6RGuQmyYwDeyPyqPq3+X9z6SUHiC+lz2B77fsU18tPPplf1NKiwEfo9n9aPWU0izEd3YBzWDGY33MHtPQ16CljbFLVgAeriy/uPzdsrJsSWJGmYlNjSxJUr8x4CFJUgeUATyvIAawHA3cQQzoeSGlkJpSWrzylj+Xx3zEzCErAWsShW1oFo6/Dvyl8r49gBHleaPFwGGMO77HysApjF/Anp7xx/D4OnBq+dzpgBoxbseeRJeUx4D/K9v+pU37OlbO+TzGn7WElNKwnHOf0+L2JaU0lBibpNbSyqVhduI4jrOudA05ABhaHcSz4khi+tiG7xOBhsb7r0kp/Q3YO6V0XElzo+XGeOnvr/0lglsn0xyc9etEAGNa4OrKdhsQAbOqz9IMzrRqdEv52wTW9xXcmNzuL5IkvS8GPCRJ6oCc85iU0qFEYfhaYAZiCtJ9J+Ptx+ect0zjVr03Co0P5pz/1FiYUvoMzUBGY5tHWrZpFLCrY1BADDJ6b855pZTSDMD/aBbC/0oM6LkssDERxLgQ+FHOeZwxONqwr410D8o5j1dYTiltBhybUlot5/xKy7rFcs6P9PF/vkAZ92QiLRpg4i0e/gas2LLspZzzvyr/v3XqXohZYH4CbEsco8bUruMEV/pzf3POvwF+U8ZbeQz4Qs756sr7Gk8f6WMMj2f72IeGRquedYhuQQ1nlr87VpYtBtzMlI9LIknSezJNtxMgSdIHRc75rpzz+aWLSKNmfF+iS8iEHqMpQYdclPdNbJDM0ZOxDYzfRWFR4JnyvFECHl3GC1mdCHR8iuhKM6j8n3dTSsNSSjOklOZojPXRz/va8KWU0l9TSrOklL6RUnqpTI/6PLAQ8KvqximlrYC/p5Q+18e+X0zMIDMPMBfRzaTxWLds8xbR2mWhlvXzlvdu3sfnTo7ziABSI0AwHfB2H2Oi9Of+jieF1rzgYymlXH0w8QFxpyEGoL0C+EflsU55VJddUbYd0sfnSJLU7wx4SJLUHY0gwJic86gJPco2fXUB6Gs8hYYhk7HNOEoXjwVoztoxNuBBDLR5GdHl5Eaim8KbRNDjoPL8f8ALRCCg1fvd14b1gVlyzv8t/3s24J0y+OZ+wKdTSl+rbH8lMUbJuSmljasflHN+Lef8eM75uZzzCznnl3LOLwGvA0cRLVI+TgQ4TgZGNrbJOT9b3vvERNI6QTnnV4FVcs63lkUzEdPftm1/J+BoottR1QbEDCzVx7cn8hmXALPlnGeoPohuMle3LJuROJ6XTkbaJEl63+zSIklSd0zJlJx9BQEaAYnNWwYZXZFmN4PGNuuVLioNS7asB1iNyBfcVV5PU/l7MtENo7ULzEvAccT4DoOJlgov9JHW97uvlJlPNgHOLovebvl7CtFa4/yy/aCc88iU0qeB24HfppTWbgyWOoH/sQjwa2A5YMOc830ppU8Rs8ncl1LaOed884TeXv7O2fJ9zAzjTxXb0nplTloCHm3c30ZaDibGS5meCJQ09NWlpa/vtOEZYPoJdfspLURa3UNznBlJktrGgIckSd3RKAi2FpAnV2MchG/1se7fLdvsVB6tqvmARk3/H8rfRsBjSM759b4SUAq571TW/3cCaX2/+wpR+J8NuKi8bgRREqUHDPCdyvZfKq0fdiSmnf0zMVjrOAGA0gVnbWBnYkaR54H1G2Oe5JzvSimtUv7vTSmlPxHBn8taxs9otKo5uDyqJjgGRulSsioRPGr7/tJsgbMWcA7wzcrnTsh0E1n3CeBJomVMNbjRaMWxRWVZIoJxE/s8SZL6jQEPSZK6oxGM6KuAPKFt+1q2brXVQUrpKJoDRTa2+VLO+ezKNusAN1FagpRBTHcGbq3U7jfyCBMbb2HIJNa3pvW97ivA9kQg5/byujGY6mdTSv/Xsu0wYG9i6t6Xc84vpJSWKV1WAEgprQb8kAgKTAe8SLRU+VHO+Y3qh+Wcn0opfQL4CnA4MSDnmJTSD3LO3y2bNVrVfCvnfELl//ycmOWEyrL5iNlchpf/vzhQ7ZrS7/tbsU75ewbw1UpLk/G+x5TSksQxWrsser2ybk5gVuA/Zd+nbXl7Yzrd2ftIw6AyTe5rOecX+1gvSVK/MOAhSVJ3NGZKGaeA3CqlNKqybV/vb/VGeUxsmz8S3SFeLq/fBQ4Aqi0WGgXWPvMKKaVpiVYgk1Nb/373FeBLwFKVAvrdRHeKi/rYNhNda/bIOb8A0Efh/y9lu4uJcSiu6GPQ0OYH5jwG+HlK6dfAZ4iAxEmVTf5HjHVya8tbf0SzW0rjs55OKS1AdHe5Btg153xTm/e34cfEbCm7tHSrGd7Htv8EViCCISeWsUQa9iTOmTeZ+LgrD/SxbFD5fz8EDp3IeyVJel/S+AOgS5KkditjNCwOPF9mMhlQSleLDwGv55zfmtT2k/isAb2vmrASmHm2MqisJElTDQMekiRJkiSp5zgtrSRJkiRJ6jkGPCRJkiRJUs9x0NLJMPvss+eFF16428mQJEmSJEkV99xzz0s55zn6WmfAYzIsvPDC3H333d1OhiRJkiRJqkgp/XtC6+zSIkmSJEmSeo4BD0mSJEmS1HMMeEiSJEmSpJ7jGB6SJEmSJA1g7777Lk899RRvvfVWt5PSNcOGDWP++ednyJAhk/0eAx6SJEmSJA1gTz31FDPOOCMLL7wwKaVuJ6fjcs68/PLLPPXUUyyyyCKT/T67tEiSJEmSNIC99dZbzDbbbB/IYAdASonZZpttilu4GPCQJEmSJGmA+6AGOxrey/4b8JAkSZIkST3HgIckSZIkSR8wzz33HEcdddR7eu/NN9/M448/3r8JaoOOBTxSSjumlPIEHjumlKZNKZ2aUnolpfRwSmmTlve3db0kSZIkSR8Uc889NwcddNB7eu/UEvDo5CwtlwEfbVm2IHAR8DfgRGAbYE9gZuCilNLKOeeHyrbtXi9JkiRJ0lRtlVVWYc4552To0KE899xzbLHFFlx77bXknFljjTU48sgjAXj88cc57LDDOPPMMwHYcccdWXTRRbnuuusYPXo0N9xwA8OHDx/v83faaSduuukmfve73/GRj3yEc845hy9/+cvsvvvurLbaauy0007stttu/PSnP+W1117j+eefZ6WVVuLkk09m5MiR7LDDDrzwwgsst9xynHLKKW09Fh1r4ZFzfjnnfHf1AWxABEJeBHYG9sw5n5NzPhU4D9gXIKU0fzvXS5IkSZLUC0aOHMmFF17Ifffdx7nnnst1113HEUccwRVXXMFll1020fe+/vrr3Hrrray44or89a9/7XObM844gx133JETTjiBc845B4AddtiBc889l3feeYcHH3yQVVddFYCtttqK22+/nccee4x77rmH008/nWWXXZZbbrmFZ599lvvuu69/d75F18bwSCnNA+wE1IG1gdHAxZVNLgfWL8/bvV6SJEmSpKneXHPNxQwzzMBCCy3EoEGDmGmmmTjqqKPYeeed+d///jfR9375y18GYM455+Sdd96Z7P+57rrrcscdd3DFFVew+eabj12+yiqrALD88svz+OOP89BDD3HJJZewzjrr8Oijj/L000+/hz2cfJ3s0tJqD+DPOee/pJTWBx7NOb9ZWf8ksFBKaRAwbzvX55xH9//uSZIkSZLUXTPNNBO77747K6ywAssvv/xEt51++ukn6zOHDx/OyJEjAcg5M80007Dhhhuy3377cdNNN43d7s4772SppZbi3nvvZdttt+XJJ5/kYx/7GDvttBOXX345Cy644HvfscnQlRYeKaXBwFeBn5ZFw4D/tmz2JjAImKUD6yVJkiRJ6jkXXXQRu+++O5tvvjnTTTddv7Sq+NznPsdRRx3FqquuyiOPPALA1ltvzYILLjhOEOPyyy9n9dVXZ+mll2aFFVZgl1124aqrrmKttdbipz/9KQsssMD7TsvEdKuFx+bAUJpdTN4mupxUNdrPDO/A+vGklHYFdgXaHnWSJEmSJKk/3HzzzeP8ffPNN/vcbuGFFx47YCkwzvPDDjtsov9j8cUX55Zbbhn7+oYbbuCAAw4YOyBqw9FHH83CCy889vX000/PBRdcMMl96C/dCnh8Hrgs59wIOrxAdDupmrX8HdmB9ePJOZ8OnA4wYsSIPKEdkSRJkiSp1zz33HNsu+224yxbaqmlOO2008bbdv311+eee+4ZZ1k1gNItHQ94pJSGAZ8CvlhZfB+wYEpp3pzzM2XZSsBbwH86sF6SJEmSJBVzzz332FYiU6tutPBYH5gWuK6y7F7gKeBbwP5ljI9dgBtzzjml1Nb1bd5fSZIkSZNplf3PmqLt7zlmhzalRNLUrhsBj/WAv1VnTMk5j0kp7Q+cl1JaEpgHWBlYsxPrJUmSJElSb+nGLC1rA39qXZhzvgDYjJg1ZSSwUc75j51aL0mSJEmSJt/LL788yW3uvPNO3n777Q6kZnwdb+GRcx4xkXVXAld2a70kSZIkSerbxz72Me68886xrw8//HDWXHNNttpqKwDWWmstpplmGv72t7/x7LPPMmzYML7xjW9w3XXXMe20047zWdtssw1PP/00Q4YMAeCtt95i2WWX5ec//3m/pbdbs7RIkiRJkqT3YErHupmUyR0LZ/rppwfgf//7H7/4xS+YeeaZueuuu3jqqaf47Gc/y+DBg7nxxhvZYIMNeOCBB7jlllt46aWX+PnPf867777L7rvvzowzzgjA8OHDufTSS5l99tkBePzxxznmmGP6db8MeEiSJEmSpAm64YYbOOqoo7j//vvZcMMN2WOPPbj66qs56qijAPjpT3/KP//5T1JKrLPOOvztb39jwQUXZN111+WCCy5gnXXWYdSoUeO08nj33Xc5++yzmWGGGYDoHjNq1Kh+TbcBD0mSJEmSNEHrr78+66+/PhtssAHXXXcdzz//POeffz4rrrgiEFPYDho0iNGjR3PzzTezwQYbMOecczLnnHMywwwzjN2uap999uG5554b+3ruuefmk5/8ZL+m24CHJEmSJEmaoOeee44//OEPPPzww2y22WZ85Stf4ZZbbmGDDTYA4JFHHmHttdcep4XG3nvvzU033cSjjz7Kcsstx5gxYzjwwAPZdNNN2WKLLcZut8cee/D0009z6aWXjl12ySWXMMccc7zvdBvwkCRJkiRJE/Too4/y2muvMd9883HZZZdxzz338KUvfYmjjz4agDvuuIP555+fV155hQ022IC//vWvXH/99YwZM4bZZ5+do446ik033RSAF198kcUXX5wzzzyTm2++mfvuu4/HH3+cs88+m4UXXpgdd9yx39LdjWlpJUmSJEnSVOITn/gEu+yyy9hBS//617+y9NJLj12/2mqrscACCzB8+HCuv/56VlppJQCuvPJKNtlkE84444yx26aUxvnslFKfy/qDAQ9JkiRJkjRROWfeffddAM4991w22mijcdb/7W9/Y5FFFhn7euTIkRx44IEcccQRzDTTTJx22mljP+eqq65ijTXWYK+99uLtt98m58zWW2/NGmuswVVXXcXo0aP7Jc12aZEkSZIkaSoyudPI9qcddtiBtddem6uvvpoll1yS+eabb5z11157LVtssQXf/va3efXVV9l4443ZbbfdWGSRRTj++ONZd911GTx4MJtuuimbbLIJZ555Jrfeeit33HEHo0eP5sILL2ThhRfm2muvHduS5P1KOed++aBeNmLEiHz33Xd3OxmSJElSz1tl/7OmaPtuFPykTvv73//OMsss0+1kjDV69GgGDRo0zrKcM2PGjOGtt95iuumm409/+hOrrbba2PWvvvoqw4YNG2dq2inV13FIKd2Tcx7R1/a28JAkSZIkSZOtNdgBMe7GoEGDxrbOqAY7AGaeeeaOpK3KMTwkSZIkSVLPMeAhSZIkSZJ6jgEPSZIkSZLUcwx4SJIkSZKknuOgpZIkSZIkTUWeOHy5fv28BQ+9f7K2O/bYY5lxxhnZbbfdADj++OOZZZZZ2GmnncZu8+1vf5s111yTTTbZhCeffJKDDjqIc845p1/TO7kMeEiSJEmSpInadNNNeeyxxxg6dCiXXXYZAI899hiDBg3ihhtu4Oyzz2b06NFcc801fPOb3+R3v/sda6yxBkOGDOlamg14SJIkSZKkibriiis44YQTePHFF9lkk00AuPDCC1lppZXYcccdAbjgggv48Ic/TM6Zc889lzXWWIOnnnqKAw88kMcff5zzzz+/o2l2DA9JkiRJkjRZ3nrrLV5//XVef/113n777bHL3377bY499lhSStx3333cddddfPnLX+a1115jq6224tlnn+14Wm3hIUmSJEmSJssVV1zBPffcA8BTTz3FqquuCsCdd97JNttswzXXXMMll1zCSiutxOmnn85+++3HiiuuyKBBgzqeVlt4SJIkSZKkCRo9ejQ5ZwAOOuggbr75Zm6++Wb23HNPAMaMGcPqq6/OV7/6VRZccEEOP/xwhg4dCsCoUaPYbbfdWGWVVTqeblt4SJIkSZKkCTrrrLO46KKLSCmRc+aiiy4CIOdMSonzzz+fPfbYg9VWW22c940aNYqcM8ceeyyjR4/mf//7HzPOOGPH0m3AQ5IkSZKkqcjkTiPbX3baaSd22mknTjzxRJ555hmOOuooALbccks22mgjdt99dwBeeuklAAYNGsSrr77KnHPOyZlnnsmQIUP48Y9/zCuvvEK9Xu9Yuu3SIkmSJEmSJuitt95iyy235IUXXuDII48cu/zcc8/lgQceGDtLyzvvvMNbb73FrLPOypJLLsnGG2/MJptswgYbbMCtt97K17/+9Y6m2xYekiRJkiRpgoYNG8Zxxx3HwgsvPN7yk08+meeffx6Aeeedl9/85jcA/PjHP+50MsdjCw9JkiRJkjRRrcGOqrnmmqtzCZkCBjwkSZIkSVLPMeAhSZIkSZJ6jgEPSZIkSZI0SWPGjJmi7UeNGsWoUaPalJpJM+AhSZIkSZIm6Te/+Q2HHnooAFtvvTWPPPLIeNucffbZ/OxnPwPgD3/4A/vvv3+fn7XNNtuw+uqrs84667DOOuuw6qqrsvPOO/drep2lRZIkSZKkqcjqJ63er593+163T9Z2p5xyythZWAYNGsSgQYMAOOCAA1hjjTX4xz/+wSKLLDK2Vcf999/P+uuv3+dnDR8+nEsvvZTZZ58dgMcff5xjjjnm/e7KOAx4SJIkSZKkiTr33HN5+umnWWCBBcZZfthhh/HGG2+w+eabc+mll/LMM8+wyCKLsN566/Hoo4+y2GKLceqpp/LOO+/wxS9+kZ122gmAd999l7PPPpsZZpgBgJdffrnfu78Y8JAkSZIkSRP04IMPcvzxxzPffPONs/zwww9nmmmmGduF5dRTT+X3v/89b7zxBjfeeCNbbLEFl156KRdeeCGvv/762GAHwD777MNzzz039vXcc8/NJz/5yX5NtwEPSZIkSZI0QUOHDuWXv/wl3/rWtwB47bXXeOSRR9hwww058sgjSSkBMHLkSO69916WWGIJXnrppbEBkttvv52vfvWrQLTk2GKLLcZ+9h577MHTTz/NpZdeOnbZJZdcwhxzzPG+0+2gpZIkSZIkaYIWX3xxlltuOQAuvfRS1l9/fUaOHMmuu+46NtgBcOCBB/Lqq68C8PTTT/PQQw9x44038vDDD499/5gxY1h88cW57bbbOOKII3jppZd4/PHHOfvss7nttttYfPHF+y3dBjwkSZIkSdJkmWuuubjiiivGBjAA/vvf//KrX/2KIUOGsM466wCwwgorcPHFF3PIIYfw/PPP8+yzzwKMEyBpvO5rWX8w4CFJkiRJkiZpzJgxrLrqqsw555xMM800vPjiiwCcddZZXH311Rx99NGMGjWKMWPG8MYbb3D88cezzDLL8KMf/Yj111+f++67j5wzV111FWussQZ77bUXb7/9Njlntt56a9ZYYw2uuuoqRo8e3S/pdQwPSZIkSZKmIpM7jWx/e+ONN8Y+/8IXvsB+++3H6NGjmW666Tj11FOZYYYZePfddxk1ahT1ep0llliCww47DIArrriC2WabjZEjR7LJJptw5plncuutt3LHHXcwevRoLrzwQhZeeGGuvfZapp9++n5Jb8o598sH9bIRI0bku+++u9vJkCRJknreKvufNUXb33PMDm1KiTRw/P3vf2eZZZbpdjK6rq/jkFK6J+c8oq/t7dIiSZIkSZJ6jgEPSZIkSZIGuA9674z3sv8GPCRJkiRJGsCGDRvGyy+//IENeuScefnllxk2bNgUvc9BSyVJkiRJGsDmn39+nnrqqbGzonwQDRs2jPnnn3+K3mPAQ5IkSZKkAWzIkCEsssgi3U7GVMcuLZIkSZIkqecY8JAkSZIkST3HgIckSZIkSeo5BjwkSZIkSVLP6UrAI6U0LKX0r5TSDyrLUkqpnlJ6LqX0REppp5b3tHW9JEmSJEnqHd2apeVAYHrg+5VlB5XHPsArwOkppcdzzjd1aL0kSZIkSeoRHQ94pJQWIQIPe+ac/1eWTQscDByecz6lLFusLLup3es7s+eSJEmSJKlTutGl5cfAP4AzKstGADMC51eWXQ6slVIa3IH1kiRJkiSph3Q04JFS+iSwGfAScHZK6ZCU0vTAvMBbwCOVzZ8EpgXm78B6SZIkSZLUQzrdwqMxSOlcwDxADbgdGAa8mnPOlW3fLH9n68B6SZIkSZLUQzoW8EgpfRRYEfhZznn5nPO6wHrAssAiwOiWt7xT/g4H3m7z+r7Su2tK6e6U0t0vvvjiRPZMkiRJkiQNNJ1s4bFE+XtcY0HO+Rbgn8B2wJwppUGV7Wctf0cCL7R5/XhyzqfnnEfknEfMMccck7N/kiRJkiRpgOhkwOP18vexluVvATcCg4CPVpavVP4+AzzQ5vWSJEmSJKmHdDLgcTeQgRUaC1JKcwJLAXcQY3nsW9n+a8CDOefncs4vtXN9f+2gJEmSJEkaGDo2JWvO+ZmU0nnAr1NKBxHjahwCPA9cRLT8uCmldD2QiPE9tqt8xEFtXi9JkiRJknpEp2dp+QpwKXAicCExcOgmOee3cs63A2sCo4iBRLfNOf+m8cZ2r5ckSZIkSb2jYy08AHLObwMHlEdf6/8MfHIi72/rekmSJEmS1Bs6GvCQJKnTVtn/rCna/p5jdmhTSiRJktRJne7SIkmSJEmS1HYGPCRJkiRJUs8x4CFJkiRJknqOAQ9JkiRJktRzDHhIkiRJkqSeY8BDkiRJkiT1HAMekiRJkiSp5xjwkCRJkiRJPceAhyRJkiRJ6jkGPCRJkiRJUs8x4CFJkiRJknqOAQ9JkiRJktRzDHhIkiRJkqSeY8BDkiRJkiT1HAMekiRJkiSp5xjwkCRJkiRJPceAhyRJkiRJ6jkGPCRJkiRJUs8x4CFJkiRJknqOAQ9JkiRJktRzDHhIkiRJkqSeY8BDkiRJkiT1HAMekiRJkiSp5xjwkCRJkiRJPceAhyRJkiRJ6jkGPCRJkiRJUs8x4CFJkiRJknqOAQ9JkiRJktRzDHhIkiRJkqSeY8BDkiRJkiT1HAMekiRJkiSp5xjwkCRJkiRJPceAhyRJkiRJ6jkGPCRJkiRJUs8x4CFJkiRJknqOAQ9JkiRJktRzBnc7AZIkSZLUKauftPoUbX/7Xre3KSWS2s0WHpIkSZIkqecY8JAkSZIkST3HgIckSZIkSeo5BjwkSZIkSVLPMeAhSZIkSZJ6jgEPSZIkSZLUcwx4SJIkSZKknmPAQ5IkSZIk9ZyOBjxSStumlHLL4/qyLqWU6iml51JKT6SUdmp5b1vXS5IkSZKk3jG4w/9vReD3wPcqy14rfw8qj32AV4DTU0qP55xv6tB6SZIkSZLUI7oR8Lgx53x3dWFKaVrgYODwnPMpZdliZdlN7V7f3l2WJEmSJEmd1ukxPFYC7ulj+QhgRuD8yrLLgbVSSoM7sF6SJEmSJPWQjgU8UkrzAnMCR6aUXk8pPZNSOrIEHOYF3gIeqbzlSWBaYP4OrJckSZIkST2kk60bVgHGEF1IvgOsAPwAGAk8Abyac86V7d8sf2cDhrV5/ePvfbckSZIkSdJA08mAx63ACjnnB8rrG1JKMwO7AvsDo1u2f6f8HQ683eb140kp7VrSxoILLtj3HkmSJEmSpAGpY11acs7/rQQ7Gu4AFiS6m8yZUhpUWTdr+TsSeKHN6/tK7+k55xE55xFzzDHHpHdQkiRJkiQNGJ0cw2OxlNKSLYsbQYc/AYOAj1bWrVT+PgM80Ob1kiRJkiSph3RylpZvAEe3LPsC8ETO+QXgdmDfyrqvAQ/mnJ/LOb/UzvX9sG+SJEmSJGkA6eQYHmcAf04pnQjcDWwGfBrYpaw/CLgppXQ9kID1gO0q72/3ekmSJEmS1CM6OYbHX4kAwyeB04HFgE1zzj8v628H1gRGEQOJbptz/k3l/W1dL0mSJEmSekcnW3iQc/4t8NuJrP8zERDpynpJkiRJktQbOjmGhyRJkiRJUkcY8JAkSZIkST3HgIckSZIkSeo5BjwkSZIkSVLPMeAhSZIkSZJ6jgEPSZIkSZLUcwx4SJIkSZKknmPAQ5IkSZIk9RwDHpIkSZIkqecY8JAkSZIkST3HgIckSZIkSeo5BjwkSZIkSVLPMeAhSZIkSZJ6jgEPSZIkSZLUcwx4SJIkSZKknmPAQ5IkSZIk9RwDHpIkSZIkqecY8JAkSZIkST3HgIckSZIkSeo5BjwkSZIkSVLPMeAhSZIkSZJ6jgEPSZIkSZLUcwx4SJIkSZKknmPAQ5IkSZIk9RwDHpIkSZIkqecY8JAkSZIkST1ncLcTIEnSQPLE4ctN8XsWPPT+NqREkiRJ74ctPCRJkiRJUs8x4CFJkiRJknqOAQ9JkiRJktRzDHhIkiRJkqSeY8BDkiRJkiT1HAMekiRJkiSp5xjwkCRJkiRJPceAhyRJkiRJ6jkGPCRJkiRJUs8x4CFJkiRJknqOAQ9JkiRJktRzDHhIkiRJkqSeY8BDkiRJkiT1HAMekiRJkiSp5xjwkCRJkiRJPceAhyRJkiRJ6jkGPCRJkiRJUs8x4CFJkiRJknqOAQ9JkiRJktRzDHhIkiRJkqSe07WAR0ppxZTSuymlhcvraVNKp6aUXkkpPZxS2qRl+7aulyRJkiRJvWNwN/5pSmka4PSW/38isA2wJzAzcFFKaeWc80MdWi9JkiRJknpEVwIewNeBpRsvUkrzAzsDO+SczynLVgb2BXZt9/oO7K8kSZIkSeqgjndpSSnNBxwJHFxZvDYwGri4suxyYP0OrZckSZIkST2kG2N4nARcCVxRWTYv8GjO+c3KsieBhVJKgzqwXpIkSZIk9ZCOdmlJKW1OtLZYBpiusmoY8N+Wzd8EBgGzdGD9y5O/F5IkSXqvVtn/rCna/p5jdmhTSiRJva5jLTxSSjMAJwP75ZxfaFn9NtHlpOqd8nd4B9b3ld5dU0p3p5TufvHFF/vaRJIkSZIkDVCd7NJyBPBwzvmMPta9QHQ7qZq1/B3ZgfXjyTmfnnMekXMeMcccc/S1iSRJkiRJGqA6GfD4DLB+SimnlDLwWFn+GLAlsGBKqRqUWAl4C/gPcF+b10uSJEmSpB7SyYDHp4ggQ+OxaVm+KbAn8BTwLYCU0mBgF+DGnHMG7m3zekmSJEmS1EM6NmhpzvnB6uuU0n/L0wdzzk+klPYHzkspLQnMA6wMrFneO6ad6yVJkiRJUm/pxrS0fco5XwBsRsyaMhLYKOf8x06tlyRJkiRJvaOj09JW5ZwfB1LLsiuBKyfynraulyRJkiRJvWHAtPCQJEmSJEnqL1MU8EgpvTGJ9de9v+RIkiRJkiS9f1PawuM/KaVhKaUPpZRmKn+nSyntmFIaCizUjkRKkiRJkiRNiYmO4ZFSepsY4HMwMaXrK8A2wJlAYzrXrwH7AecAE20BIkmSJGl8q5+0+hRtf/tet7cpJZLUOybVwuOfwIvAwcAgYFRZXivr9iEGHn075/xuuxIpSZIkSZI0JSYV8HgTeAt4tGX5K8A7RDAEmq09JEmSJEmSus5ZWiRJkiRJUs+Z6BgeE/E5YG5ge2AIMHdK6Thg1v5KmCRJkiRJ0nv1flp4pMqDyl9JkiRJkqSueq8tPH4LzAH8GpgRmDPn/K2U0jr9lC5JkiRJkqT37P208HCgUkmSJEmSNCBNKuAxHBgGLNKyfFZi7I7Z25EoSZIkSZKk92NSAY+lgLmAo4kWHcOJsToOL+uOL9sNTSnNgq0+JEmSJEnSADDRMTxyzkOqr1NKNeAC4GrgHWBa4H/AnETwZKb2JFOSJEmSxvfE4ctN2RtmtcgifVBM6aCls+Sc3wTebFn+PYCU0r/7JVWSJEmSJEnvw0S7tKSUWqeaXW1i2+ec13/fKZIkSZIkSXqfJtXC47CU0hLAgTnnJ4EvpJS2BMb0se0Y4Kac8+39nUhJkiRJkqQpMamAxz1Eq46HU0obA/sAVwCfAq4s23wKuAqYB9iLGORUkiRJkiSpayY1aOnvgd+nlFYDHgJezzl/NqX0n5zzZwHK88+klOYAHkgpzZ5zfqn9SZckSZIkSerbBAMeKaWfAG/RnGq2dTyPhgyQc34xpbRozvmN/k2iJEmSJEnSlJnYoKWDgSFEoGNCwY5xGOyQJEmSJEkDwQRbeOScd2k8TyltCFwPfLmxus3pkiRJkiRJes8mOoZHSmlV4BhgZWBVYJaU0iuVv7Q8J+f8oXYlVpIkSZIkaXJMapaWLYGngW1yzs+mlNYgxvUY3ce20wDD+zl9kiRJkiRJU2xSs7QckFKaDlgFeDbn/EeAlNLHgI/nnE8qr2fOOb/a9tRKkiRJkiRNhokNWtqwAHANQErpdymlpYGVgD3KslmB/0spbd62VEqSJEmSJE2BiU1L+3FgXuBe4J2yeHbgY8AiwJCU0prEDC7nAL9MKX0s5/xoW1MsSZIkSZI0CRPr0lIDNgb+CYwpy0YB3wemBWYEzqpsPz3wk/IeSZIkSZKkrplYwGNTYHPgcGDmlNJ+wFBgI2A1YO+c8wqNjVNKMwGD2phWSZIkSZKkyTLBgEfOOQOXppQuAw4EfkAEQR4GFgRub9n+tTamU5IkSZIkabJNalpacs5jgB+klC7LOT9QFl9dHpIkSZIkSQPO5MzSAkAl2CFJkiRJkjSgTXbAQ5IkSZIkaWoxyS4tkiRJkibfE4cvN+VvmnWm/k+IJH3A2cJDkiRJkiT1HAMekiRJkiSp5xjwkCRJkiRJPceAhyRJkiRJ6jkGPCRJkiRJUs8x4CFJkiRJknqOAQ9JkiRJktRzDHhIkiRJkqSeY8BDkiRJkiT1HAMekiRJkiSp5xjwkCRJkiRJPceAhyRJkiRJ6jkGPCRJkiRJUs/peMAjpfSZlNJZ5bFZZfm0KaVTU0qvpJQeTilt0vK+tq6XJEmSJEm9o6MBj5TSHsAZwPPA28ClKaUdyuoTge2AvYATgItSSktV3t7u9ZIkSZIkqUcM7tQ/SinNCBwFfC7nfF1ZloFdUko3AjsDO+SczynrVgb2BXZNKc3fzvUdOQCSJEmSJKljOtnCY1pgz0awo3i2LF8bGA1cXFl3ObB+ed7u9ZIkSZIkqYd0LOCRc34p53xW43VKaXZge+BSYF7g0Zzzm5W3PAkslFIa1IH1kiRJkiSph3RllpaU0qnAQ8B9wA+BYcB/WzZ7ExgEzNKB9ZIkSZIkqYd0a1ra24F7gHWBVYkBTEe3bPNO+Tu8A+vHk1LaNaV0d0rp7hdffHGiOyNJkiRJkgaWrgQ8cs7n5Jw3IsbROAl4geh2UjVr+TuyA+v7SuPpOecROecRc8wxx8R3SJIkSZIkDSgdC3iklIamlBZoWXwFsDTRtWXBlFI1KLES8Bbwnw6slyRJkiRJPaSTLTzWBe5PKX2osmwJ4N/AvcBTwLcAUkqDgV2AG3POuQPrJUmSJElSDxncwf91IxF0uCKlVAfmBvYDDs45j0kp7Q+cl1JaEpgHWBlYE6Dd6yVJkiRJUm/p5LS07wKbAi8CFwCHAN/OOZ9S1l8AbEbMmjIS2Cjn/MfK+9u6XpIkSZIk9Y5OtvAg5/xvYPOJrL8SuLJb6yVJkiRJUm/o1rS0kiRJkiRJbWPAQ5IkSZIk9RwDHpIkSZIkqecY8JAkSZIkST3HgIckSZIkSeo5BjwkSZIkSVLPMeAhSZIkSZJ6jgEPSZIkSZLUcwx4SJIkSZKknmPAQ5IkSZIk9RwDHpIkSZIkqecY8JAkSZIkST3HgIckSZIkSeo5BjwkSZIkSVLPMeAhSZIkSZJ6jgEPSZIkSZLUcwx4SJIkSZKknmPAQ5IkSZIk9RwDHpIkSZIkqecY8JAkSZIkST3HgIckSZIkSeo5BjwkSZIkSVLPMeAhSZIkSZJ6jgEPSZIkSZLUcwx4SJIkSZKknmPAQ5IkSZIk9RwDHpIkSZIkqecY8JAkSZIkST3HgIckSZIkSeo5BjwkSZIkSVLPMeAhSZIkSZJ6jgEPSZIkSZLUcwx4SJIkSZKknmPAQ5IkSZIk9RwDHpIkSZIkqecY8JAkSZIkST3HgIckSZIkSeo5g7udAElTbvWTVp/i99y+1+1tSIkkSZIkDUy28JAkSZIkST3HgIckSZIkSeo5BjwkSZIkSVLPMeAhSZIkSZJ6jgEPSZIkSZLUcwx4SJIkSZKknmPAQ5IkSZIk9RwDHpIkSZIkqed0NOCRUporpXRJSun1lNKbKaXzUkrTl3UppVRPKT2XUnoipbRTy3vbul6SJEmSJPWOwR3+fxcB8wEHA7MChwAvAnsDB5XHPsArwOkppcdzzjeV97Z7vSRJkiRJ6hEdC3iklNYHlgU+nHN+tiybG/hMSml/IghyeM75lLJusbLsppTStO1c35EDIEmSJEmSOqaTXVruBlZrBDuKl4EhwAhgRuD8yrrLgbVSSoM7sF6SJEmSJPWQjgU8cs6v5pz/0bJ4Q+BPwLzAW8AjlXVPAtMC83dgvSRJkiRJ6iFdm6UlpbQR8HHgRGAY8GrOOVc2ebP8na0D6yVJkiRJUg/pSsAjpTQcOAW4qgwa+jYwumWzd8rf4R1Y31cad00p3Z1SuvvFF1+c+A5JkiRJkqQBpVstPH5ItKzYtbx+AZgzpTSoss2s5e/IDqwfT8759JzziJzziDnmmGPy90ySJEmSJHVdxwMeKaUtgT2BXXLOT5XFDwCDgI9WNl2p/H2mA+slSZIkSVIP6WjAI6W0IvAr4OSc828by3POLwG3A/tWNv8a8GDO+bl2r++3HZQkSZIkSQNCx6ZkTSkNIaaF/Q9wXkppRGX1fcBBwE0ppeuBBKwHbFfZpt3rJUmSetYThy83RdsveOj9bUqJJEmd0ckWHssBSwILEK0t7qo85s053w6sCYwiBhLdNuf8m8ab271ekiRJkiT1jo618Mg5/4VoWTGxbf4MfLJb6yVJkiRJUm/o1iwtkiRJkiRJbWPAQ5IkSZIk9ZyOdWnpJavsf9YUbX/PMTu0KSWSJEmSJKkvtvCQJEmSJEk9x4CHJEmSJEnqOQY8JEmSJElSzzHgIUmSJEmSeo6DlkqSJE2FpnQQ9UtmbFNCJEkaoGzhIUmSJEmSeo4tPCRJkjRgPXH4clO0/YKH3t+mlEiSpja28JAkSZIkST3HgIckSZIkSeo5BjwkSZIkSVLPMeAhSZIkSZJ6jgEPSZIkSZLUcwx4SJIkSZKknmPAQ5IkSZIk9RwDHpIkSZIkqecY8JAkSZIkST3HgIckSZIkSeo5BjwkSZIkSVLPMeAhSZIkSZJ6jgEPSZIkSZLUcwx4SJIkSZKknmPAQ5IkSZIk9RwDHpIkSZIkqecY8JAkSZIkST3HgIckSZIkSeo5BjwkSZIkSVLPMeAhSZIkSZJ6zuBuJ0DjW/2k1af4PbfvdXsbUiJJkiRJ0tTJFh6SJEmSJKnnGPCQJEmSJEk9x4CHJEmSJEnqOQY8JEmSJElSzzHgIUmSJEmSeo4BD0mSJEmS1HOcllZqg1X2P2uKtr/nmB3alBJJkiRJ+mCyhYckSZIkSeo5BjwkSZIkSVLPMeAhSZIkSZJ6jgEPSZIkSZLUcwx4SJIkSZKknmPAQ5IkSZIk9RynpZUGgCcOX27K3jDrTO1JiCRJkiT1CFt4SJIkSZKknmPAQ5IkSZIk9ZyudGlJKe0EfDnnvE5l2bTA8cC2wEvAN3LOV3VqvSRJkiR1whR3ZwYWPPT+NqRE6m0dD3iklD4OnALc2bLqRGAbYE9gZuCilNLKOeeHOrS+bRyfQZIkSZKkzupowCOltB5wCfCPluXzAzsDO+SczynLVgb2BXZt9/r27rUkSZIkSeq0To/hsSawA/D7luVrA6OBiyvLLgfW79B6SZIkSZLUQzrdpeV7OecxKaWVWpbPCzyac36zsuxJYKGU0qB2r885j+6f3ZMkSZIkSQNBR1t45JzHTGDVMOC/LcveBAYBs3RgvSRJkiRJ6iEDZVrat4kuJ1XvlL/DO7B+PCmlXVNKd6eU7n7xxRcnuQOSJEmSJGng6Mq0tH14geh2UjVr+TuyA+vHk3M+HTgdYMSIEXniyZfULavsf9YUv+eeY3ZoQ0okSZIkDSQDJeBxH7BgSmnenPMzZdlKwFvAfzqwXpIkSZIGrNVPWn2Ktr99r9vblBJp6jFQurTcCzwFfAsgpTQY2AW4MeecO7BekiRJkiT1kAHRwqPM3LI/cF5KaUlgHmBlYhrbtq+XJEmSJEm9ZUAEPAByzheklF4HDiTG1dgo5/zHTq2X9MHxxOHLTdH2Cx56f5tSIkmSJKlduhLwyDkfNoHlVwJXTuR9bV0vSZIkSVJ/m9KB9h1kv38MlDE8JEmSJEmS+o0BD0mSJEmS1HMMeEiSJEmSpJ5jwEOSJEmSJPUcAx6SJEmSJKnnGPCQJEmSJEk9pyvT0kqSJGlgW/2k1ado+9v3ur1NKZEk6b2xhYckSZIkSeo5BjwkSZIkSVLPMeAhSZIkSZJ6jgEPSZIkSZLUcwx4SJIkSZKknmPAQ5IkSZIk9RwDHpIkSZIkqecM7nYCJElS71hl/7OmaPt7jtmhTSmR5O9R0gedLTwkSZIkSVLPMeAhSZIkSZJ6jgEPSZIkSZLUcwx4SJIkSZKknmPAQ5IkSZIk9RxnaZEk6X1a/aTVp2j72/e6vU0pkSRJUoMBD0mSJEmSBpAnDl9uit+z4KH3tyElUze7tEiSJEmSpJ5jwEOSJEmSJPUcu7RIkiRJkvqdY1yp22zhIUmSJEmSeo4tPCRJktQzrFGWJDXYwkOSJEmSJPUcW3hIkiRJmuJpMJ0CU9JAZ8BDkiRJkt6HVfY/a4q2v2TGNiVE0jjs0iJJkiRJknqOLTwkqQumtCbonmN2aFNKJEmSpN5kwEOSJH2gGYCUJKk32aVFkiRJkiT1HAMekiRJkiSp5xjwkCRJkiRJPccxPCSpB61+0upT/J7b97q9DSmRJEmSusOAhyRJ6ponDl9uirZf8ND725SSyTelaYaBkW5Jkj5oDHhIkiRJ0geQs1Sp1zmGhyRJkiRJ6jm28JAktc3U2F1BA9uUjk/j2DSSJH1wGfCQJEmSJGkqZ6XA+Ax4SNJUYIoHSZx1pvYkRJIkfWCZH9HUxjE8JEmSJElSz7GFhyRJH0A2e+0sj7ckSZ1nwEOSJsGCiqYGNjOWJEkalwEPSZIGoFX2P2uKtr9kxjYlRJIkaSr1gRrDI6U0bUrp1JTSKymlh1NKm3Q7TZIkSZIkqf990Fp4nAhsA+wJzAxclFJaOef8UHeTJUkCuw9JkiSp/3xgAh4ppfmBnYEdcs7nlGUrA/sCu3YzbZ0ypc2j7zlmhzalRJIkSZKk9vrABDyAtYHRwMWVZZcDP+pOcga+KR0Ab8FD729TSiRJkiSpM2xx2js+SAGPeYFHc85vVpY9CSyUUhqUcx7dpXRJ0lTDgTQlSZI0tfggBTyGAf9tWfYmMAiYBXi5w+npOUZCJUmSJLXblFfAHDNl/8Cp23tGyjl3Ow0dkVI6ANgi57x6ZdniwD+BBXLOT7VsvyvNsT2WAtoxsOnswEtt+Nx2M92dMzWmGUx3J02NaQbT3UlTY5rBdHfS1JhmMN2dNDWmGabOdE+NaQbT3UlTY5qhveleKOc8R18rPkgtPF4gurVUzVr+jmzdOOd8OnB6OxOUUro75zyinf+jHUx350yNaQbT3UlTY5rBdHfS1JhmMN2dNDWmGUx3J02NaYapM91TY5rBdHfS1Jhm6F66p+n0P+yi+4AFU0rVoMdKwFvAf7qTJEmSJEmS1A4fpIDHvcBTwLcAUkqDgV2AG/MHpV+PJEmSJEkfEB+YLi055zEppf2B81JKSwLzACsDa3YxWW3tMtNGprtzpsY0g+nupKkxzWC6O2lqTDOY7k6aGtMMpruTpsY0w9SZ7qkxzWC6O2lqTDN0Kd0fmEFLG1JKnwIOBDLwvZzzDV1OkiRJkiRJ6mcfuICHJEmSJEnqfR+kMTwkSZIkSdIHhAEPSWqRUkrdTkMnfFD2U01T43c+NaZZktTkdVzdZMBDapFS8nfRZlPBjW9o48lUkNb3JKWUGjNUtUzXrQ7oxnUmpTRN5TtfvFvpmBItaZ6x2+lph4H+HUDvXgenNq3fg99L/0gpDSp/hzeeDySN73lquFa0SimtAeCMmKpKKQ1LKc3Uqf831f1wPmhSStOWvwPuAjwxlYvzVHMzTiktBTGjT7fT0stSSoNzzjmlNKiSyRjW7XQ1pJSWB44oz7cBNivPp5pzeTINA0gpnQFsnFIaOpD2MaU0RzUQM7VdAxsq18LGub5nSmmlTl9nSuBgTHl+NfAjGPjXu0qaLwF+MZCuFe9V5Vw4OKW08kD/DmD8wsrU8Hss17SNU0pbltezpZQ+3+10vReVa/M05fX6KaXlyr20q9ft6v/vdlreixL8H51SmhP4P+Bj3U5Tq/I9LwP8KKU0Q7fTM7lSSrsBt6SUFh7o5YKU0mYppenK86m+fNzyuxxQlQUlbRcBd6aUZu3E/5zqv9BeVi5q30gpLVUuxjOnlObvdromJaU0O7AxjL1ID6iCVF9SSt8GaimltcvrI1JK23U5We9JydQtWM2QDpTjn1I6EjghpTRtznl0Oa+XAU5PKa3X7fQV6wIfSyntDJwF/AOaGf6BcizfqxQWIm40vwTIOZ8BXAJ8qauJK1JKCwM/Br5RXs8OnFUypFObBQDKuX4wcCIwvJMJSCkNqgQObiGmY186pbTSQC6spJQWSCn9OKV0PzAbMZX8eVNr0KOc141z4VvAkcDgriZqMpR7yikppZNSSnOVDOqvUkpzdDttE1IKLAsANWDNFC2a/gys1NWEvXczw9hzZ2fgOuAnKaWPdbPmPI3bAmuWPgJjA7qckVLaseRTpwNuBm7POd/R5WQBYwN2nyjP5wNuAebNOb/e3ZRNXEppSPm7NXA4sFbO+XFgehiYLT1SSosChwEHNyoHUkqLlLzHVKflvr4LcFAqFegDQTkHjgYGAb/vRNBjQF+IxBjgk8DnS8bi/4hI6aLdTdYkLQCcllJaNqU0G3GR3r3LaZqglNLqwCrA33LOf0gpHQPsBtze3ZRNuZTSLMBRwE+IC/cSKaX5yg19+pTSzF1M21Aic78YcHBZthRwHxFk2LZ8F12Vc/4xkSn+NrAMsGojGFMCNQPuZj0lcvg3cD3wIPCdyuotoLuZ1JTS9ESrmhmB35aM6N+At3LOL3QrXe9Fuf7dk1I6PqW0N3AI8NGc8x87FVwov/lVyvPGNOxzEwXBVyqFlQFzbleOzWBgL+AfOee1cs6LA5sCP57agh7lvv3HlNKBKaWvEteXNXLOd1a2GVABJ4CU0txABu4HXgfmAe4GXs85v9jNtE1ICfYfAsyac/4E8EsioPvbnPNBZZuppiBT7usnpJSOSykdSNzf9wLuBfZtFDC7kK7BlUDqlcBPK+tWhmihNRDPa4CU0prAL1NKPwTuBG7KOX+prNtzAJwj+wG3pZR2AO4BLso5Tw0tlA5KKb1GnA/r5pxvSymtAJyfUtq+y2mbkJeA/wHzlHN2ZeARIm86VUkpuiuXfP9uROXRxTnnt7udtqqc863A9sB8wGVtD3rknH0MsAcwtPwdApwG3ET88E4BrgAuB2bodjonkv5FiYvzTsDfy+MtovY4dTt9LWmdEziBuDAn4AfEhW++bqftPe7PXMD5wBvAjcCrZX/+CjwK/AlYrQvpakyBPRw4gGjK9tNyXnwZWBy4DPhFl9L3UaJV0qJEkPG/5VgeCDxUfovnAt+u7s/U9gAWIQoCiwL7A7uW/f5OOU82GABpXKtc5z5DBD0eA37Vss2wbqdzMvdlOBG8eRl4B5iunO+1Dh/Pf5V7yBjg8y3rpwV+QxSiBg2AY5Yqz08G7qm8PpSopX8MuKb8Loc17pkD+QHMW64nzwIjgcXL8s8BF7Tu+0B4lGP7XeD75fUiRCH7F5VtPg4M6XZa+zjWVwK7lNcPlnN/k/L6CuCr3U7nFH4PcwOjiKDThmX5ksDsle06dv4ACxI19xCVQ2OAq8rr7wFPA3uV14sDM3X7OLakf5ry90tEfunRyrpLW+85XUznpcDbwNWVZYO78Z1PQZoPBN4FXi2vP0bkRX/TyXvfFKS3kT/dlShfrQ+8BhzV7bS9h31ZG9gXWIIIJjxXrofbE8GnrqexjzR/nCif3EYEqdvzf7q9oz7G++KXAb4PLFVeb1BuJN8srxOwTLfT2Ue6F29kJsrri0u66+X1RsB63U5nH+k+uGRAlyRaoTwPzFHWzQDMQgSaNu12WqdgnzYrx37FkinZhCjcnkQEG4aV7abpcLqmqTw/vmTerq0sW5IIjp0DrN7htB1EdF95niiMPEUUAB8gapl/QjR17fr3+z72cRCwBnBDyYy+ATxJjOXwZ+BFoE4XCi80M59zEM2KLy2vHwROrmw3DNiQCJbN2e1jOpH9GVJ5/l0isPcsEQgeUx6HdigtK5X/dy5wHFGL9Rsic3chUXP/AvCFsv1iXTxu1WvE3iUDdCYwP3AMcEtZdw5wNRGU/AOwSre/88ncpwPK9WUMca9fnQiGfbvlPV0txDBu0Olb5Tc5pFwPXwLuKuuuA87u9jHuI/2zA18EniGCfccSBYGXgLuAOyvbfqjb6Z3Mc2cHImi6dss2H+rGPhCBuufKMb4JWIoIhv2hnONnE/nAs4E3iVrcAVE4p1nAnYHIc1wP3FaWXQz8igi2n0CXAkrl/81bjvG/gP8QBfFGhehs1bQNlAdR0fkysCUwgmjx/RIReN+RyGcMqAB15XxYgwh0jAGOaNlm+m6nczL3Zd9yf7yXyMcuSOT/Xy3n9FcYgBXmdCDo0fWd9DHel/41ovn2fuVi8QiwD5GxuxH4OqUWjkqUt8tpHgb8jqhxWxWYCfg30S1kNqKf8pKV7QfKTW+vchG4sdywxxCZ6yOA04lC4H+I2v6vEAXGAZH2lv1oXKwbhcbZyk38W8Cs5SJerRHYshtprJy3SxEFwMuB39IMin0TGF2+j1/Q+aDHt4EniK5+N5Q0fho4FbijbLMisHm3v/P3sG8zVZ5vXs7vFcrruYgCza7l2nMU0de2cV619Zxn3Ez9bcA/iRrYh8tvciciwHEN0ex4DNFN7sOt7x8Ij3KOXFDOo4OJzP+iRMDhYSLTsWjZjz3asQ+t31k5rh8rz+8qv69DiBYTO9MMgp5IZJQ63oKm5Ty4pqTvQ0QN591E17eh5dy9hhjT4A/A77r9nU9kn1amBOzK7+tV4v6yANFU+tlyHZy+8p4fAdt2Mc3VYMc2xD3kH0RB4KSy/NfEffHPlW2XB4YPgGO+f0nfYkRg91ma9567iZrnL5XXhxEByWqAsuv3+NbrARG8GQOsU14Pq6z7LXBe+Z462cJjtZKmCyvLngUeq7y+kWid8NNuH9NKmn5DVP4MIvJJp5dzd3uiRfWTZbsbgJsr75u/Q+nbrfydnQgONK4fxwCfKs8XA+4A9u728aykex+awY5vljQ2ArpXlecvEJWfqdvXCmAdokJ5XeBzZdkS5Zz+Vsu2hxL56QEVqGlJ44w082y7Ey3Bvli+l38S5bRfEcGQ6elgOaD8v+8Bc01iu7YGPbr+Jfno80vfjmgi+DYR+JiLyGw8TxQEdmQANCFl3IzRiPJj+h3wClFjPjeR2X+NCHos3u00V9L71XIzWRA4o1wc7iJaHpxU9uXwcuFeoLynEVnveoZoAt/BQpXnVwO3AlsRGdMjyvKLiMzrjB1K31LAspQMPLA00bJjh/J6fyLD9gei5nk48OFyHv0C+HiH0vmlcp4uXr7zv5Vz4Rki6Dhj2e50InPZOBcaGekBc060nh9EK6Xfl7+bEUGDFcv6ZcrN5XbiZr9IOT++TDOgMFuHzt+by29xISJj9DDRBWtvIpP6MyKAsAkR1Et9fU63H0RLpXeIbmQjyzXmW+V3OE/ZZlsiY/UW8MPKez8PzN2PafkYcR3+K/CVsuxG4Gt9bPsDokZoqS4cs2qw47fAH4muNosRQfTziHEYri2Pmcs2J5T3DMguTkT3uDHlmL9MFKiOJwovLxD3+r0o3XaIFlZvUblXdvLcbvlN7VquDYuU398Y4OCy7hKi1vb+8vqQso8zVt7f8UBk+Z1dDVxRXl9JBNH/WvblemDrkvbflr9Llm2X6Pb50nrciBZYBxOF24vKeb8c0WVgbiKo+giwTctnLNKhtN5ROSeOLOfIz8vrzYh7/TnE/XT7AXBsE1HIfZ3ITx9flh9b0v6nck48CpxVed+5lMBOO3+P5dx8Avh5Sd8PiVYeHyEGK4UIlt9F5FdW6vYxLWmansj3vwN8ggj6P0q0Ir2U6GY9hmjlMT3RVXFEl9P8Q+KePIYIQq9N3K+/37LdIVSCjX18zkDoBvoRShcs4rr9HHGveQd4tiw/vXJdfIBovbQw8OUOpO8T5RieQWlBP5FtG0GP2+nnoEdXvyQfY7/guYnCxhbl9fRE4W+XcrF7ldL8udw8HgPWLK8HtXxWxzIZwHSN9Je/a5aTejdiYLNXicjop4ialV/R0gy9k+mt/M/tiSaCS5Rj3KgxPoWo4ZypbLcNZTwJIjp5bmv6u3zeVDOnOxEBsm+V198iakTnJjKsaxIZvmuIG+V2HUjf5kTmYUy58G5N1NS/xLgZ+uvK+mrXhY8TN/wrKf2E25C+mcv/WY0Y1HFZIvDxKpEx+iFxE78P+AJREK9RxkAAViBaXA3opo5Epvju8n0cQ7OWcLFyU9mNCIYcTNSM/pYYP2MDorb5oA6k8Qoikzdd+S2OIW7I51FqY8t23yl/5yVqxnfv9vFt2Y9GAOwHRGb/UiLD9CrNDOuOZd1iRIuyp8vy3xEt42Z5n2mYk2iVdC8RRNq4nOsLlvVXAl9vec9hRLBjvKA0nS1wX1GOwW0lTZeU68ZniUz+eWVfbi/n8vTlfKkzwMYIqOzTieV8vqS8/nP5/n9dXn+yfF+/JAo7Ywvgje+sQ+ms3k/2JYIcfyUCjF8g8h3/JAoJfyjb/Yxmt4Y5y7INgY904Th/p1wzvljSfiZRebEH0WptDM1xUy4kAiEHldefJe5By3f5XKkGO24igl/fJfIp1xKBjiPKb/vrxD3oFqJioVG7uxQRiNi6XedHZdnvicLrycR9vUYEZq4r5/hsROXXS5RgbxePbePaPLScy2Mo47gQlSu3Efef+4guOPuXdT8p64aU122tACjXspE0g4nnl9/c6UQw/baS9ouAaVveP3frsg4d251LGv9NBKhHlGP4mbJ+67IfJxL3+UZLtyWJSpevdzrd5buen2j5sGVJb2s3llr5LtZoWT6UuK/P3M1zupKehYjWVRcQ1+P5iWv4K5TxX4Dfl23/QNw7ZyTKQQe0OW2N69LGRKDxLCYv6PEQMVHHLP2Wlm5/UR/0B1EY+TSRmbuVyCg/XW4S8xCF06Mr2z9Gc4CzGYhWCPPT4T5Z5SJxCNEn/ZKyD4+VH9m8Jd3Vmsu3gVPK8xmBT5fnHa0hJwoDPyo/qCPLBeGUcgH4CpHhPoIYR2UMUdt9DtG15c9EzfeAqU0u+7Q7kTH6OZER+jLRbPB1St9eonnmWeX5L4lI69huJm1K12CikL0J0WpjCBFYOIUoiC1JTDv6PyK4cDHRrWSa8lt4gOj/25YBZIma1pfL/1+0cn5MSxRAbirpPYu4YfyJqLF4gihsv0oEwQbs+AFlnxYo58IJNMcGWpLIFL9AjCuwLFEQPoMogK1HFGYuK9/fnLSpVRlRQPoeEQB4pPzPy4iA43FE0GCXcvzHEDUX/wIeJzJ9H+72MW7Zn++U82T1kt7HGT/YsSwRaHqRKMAfV7Z7z82maWYsZiBaKX2XKPzMSWSiVy7r7wA+WXnft0s6v1deDyWu75/p8HHbFzivPP8NUYg+h+i3viFRGzVLSf+xZT8fKr/TJ4kg74AKehDXtxfKObE30YLsP8BfiODzNmW7i4lgQqMl2eZEsOEXdKg1Xsv5cDzR1Ht7olXEeUTT6A3K8T+tcq6PBB4urxuVHv1a2J6MNG9B3MPXIu41yxHBjuuIe8tSRLD9HqIA+1jZn2eIwvooYKduny+V/bmmnCOrEvfClYnA/IjKd3Qtcb//bct7pyUKPlfRz90Gym9uJaIGfxhx73iFaN3TCHidQwSTzim/yTeApcu6rtSG07w2zkLk6Y4gCtrzlPPhkfL7e5QI+K9Hc8yl6yrvP5wouA+lH/OBlc+fjajouYMIbOxFBHU/XH5b9xH3wduAT5T3NLoyDyYqFffv8LHdiyhkNwawXa3sw7blXJytLD+SKMD+uBzDO8rv7/PlGtLRbnyV4/YRItjxvZb14wQ7Kt9RohlA7fp4ikR+eThRCfAa0bXtwHJODy7XiHeJFlc3EUGn6Yk81D7lM+ahDPDc38e3Zdkny/VgcoIeqxP3wIX7LU3d/rJ8jP1yZ6DZdWUvIlL7KnBM4+Qh+hs2BvMbQkTqbi4X8YcaJ28H07wQ0Q9uO6J2ZJ9Kuo8u2wwtabu88vpmoib5Q+UHuGgXjvdxRGFjNqIw1RiwanMiSv0wUdB7kOYAbYcTN8uZu32+VPZj/XLhbWScDyIGITyVqJUbVC54Z1besy8RjW9nTUWfgSyi8PUJIvP5GJExaowfsDdR0P0fcH0Hjt2SRLBw/pblVwN/Kc/3JAotRxEZoouIwuNGRBPIto0o3Y/7uSGRSbqKyPx/ovwGv05kSB4mmhz/jrghrVt+n78ov+9LiYzfR1u/z35M45zld9doDv0vojvW0PJbfZsIdOxYzvd9iWvio5QxYAbCg+iC+DYR0NixXGMaLcZ2JApWKxItiV4mMh7HEhm/xmDJU3yMmURLOaLwtC3R4u4RotCyG1HYe6r87g4p6d6HuNfcSRtnq+rj2jBL+bsZUTt/I5HhOZIo0H6IyPD/kAiaPwz8oLzn80Qt8ncZIINQEpUX/wFWLa9XIwpR2xOZ0ovK7/Acms19TyMKBaOILjt7dDjNHynHcD2iZebsRGuvy4h79erlcS9xb3ySaGJ/Ujn+o+lAE+k+0t1o9r8z5V5HBHr/SVQmDSMKBaeUY71p2ea48nqrvs7JLp03G5fz5rDyeu+yH3O1bLd/+T2cwLhjNM1Vvpfj2pC2Y2gOunsFcR9/gGah9gvl3D2qnB/v0CyYd3X8g/Kbe7PswxCiomgG4jo4B1EoPK2y/XXEtbwxQ9ER5RxfoU3p+zDjjpOzK2WA2vIbe4i4V6xMBCEXbXn/0fQxqG2bj+kK5TffSOcqxD1ve6Is8EtKVzGiUuNnRD7kX+X8mZ9oXfEf2tzlnT4GeC3XsneZRMsOxg12/IAI8LTlPHgf+3dCOfY/KdeL6SjdWGgGaBrn1l+Ja/ZCNCv+/kE/3e+JfM3vidblreMRTUnQo1+7qnb9S/Ix9oudh2ZmbjhRY18r64YSBZb/NE5Iojb2FqJ28DJKQKGD6a0OkHkf0Rx+TqIm+btl3SCiVcSDlfddVfZl5vJDvLGDaW5ctA4tP/BGreuuwJ/K8z2IGotG88VtKU3tiMDIu3SwmfFk7NM2RKb5BKL2cBhRGLynpPfDRDS92lR2HqJwuQeda1nzBSKy/DBRU7sEzYFhP1K2GUIEYs6vvK8jNULEQLvzlLRtXpZ9mihsbUQUqHYjMkG7TujcGogPosVPo3nud4iMaI0Y9X8dItDxP6JW8DPle/lJ5f1zEMGdtrQiIzKiDwNnVJb9jWYh5C7gZ+X5YozbOuFBSquAgfAgCiFrl+ePU2b2IZrZjyJqnrcmMh/bE5nUp2l2C5ziLn4tv+07KVNBlteDiUzaX4ja1nXKd9xowfYAEUg4gLh2/7tcS9oaPG9J8/epDARMZID3Lc+vLOfpLGXfTiIyUw9T6WtN1Mr+H1EoGBAzFxCBjEat5yeJYEedMrgcEUx4iCiEPUhUdJxABMM+QeXa18nrCzGbxrLlnGlM43otpZawvG7Uvv22sn9jKuu7dj0s5/T3iKD/GOJ+fiyRH5mOKKTfSQR836Y5vlTqZrpb9uEbRKvMw4jA/OlEIebbwI6V7fYnCr/fJO5hMxIFl+oUpv3ZEmEoEbD9NKUVD6UCiBgXbQxxb9+RKHzfQQQK2hY4nUR6WwtbjUGi1yvnycE0r7370Kyo+SlRobgtEYS4u/x+V2xTOhMR2Pp1ZVmjImix8p3+sry+mvFnLvtRuY6s2YVj3Dh+KxAF7q2Ja9uxNFskLUq0BF+FKONcTnR7+Xx5T1tbyRKtSo5pPQ/LspNblk1VwQ7KhAQl3Y0Z4DYm7pVXlnXXEPmMXxL3+DFEueH1cj79iEkMKDqFadqm/I8+Kx+YgqBHvx6rbn9ZPsYGBm4oP7KFy4XvvzT7Fz5E1MpdTxQaby7PZ6Ul2NF6gW9zuqcnagdvKReDc4A3K+v/TmQofktMYdaoJfoQEf27ot3ppo+Bhoia6vkrr79DNKE+rtw0xhugiKgRfYqW6QM7eKxbb9zVzPCW5RifUc6f6WnW/uxS2a5xYRxczqcf9WP6NqM5pktrWhciWgucR7SYmIMIeH2VuBHdQHQxupVKy47+PCeIgSO/WvlNzUYZ4bz870fK/9+55X2fIjLMb5XXexO1Z12buvM97nvj5v05IiO3HxEMu4PITO9NdNX5F3ET2pzIXPdrBopxxwlYs/L8M5XnMxABu91pTuN6Tx+fdQRxbVyxy8e3z/OUCEA+RhTO3yEKLl8jgkvnEkGdlymthHifXYaIFhHXTGDdDcA3Kq/3JzLww4lM6LXlN7BRy3fU7hl6GhnRlWjp4090ZzubCHbcWs6DOlHw+0Flu6uAc8rzbtci99WMd2niPrhX+c39jwikHl326QaiS8tnJ/CZ7Rwksfpdr9uybody7t5Q0vwforKiMYZRo6XHjUQwZGwriU6lubyehXFnIftESe+DNLvEnU1k9hNRQPxJOfYHlvcMafe5PqXnD3GvvI4oyKxMjDNyANFd4ILKdt8h8lVnEHmUqyZ2Pr6P86P1vl5dt0y5fnyUCKz+j7jebUu0VDqWDg8sTLNSbkEq177K+mWJAuyvKV1uyvKzyjmfynnxWyLgsXQ/p2+hlnRWZwpqBF6WJIIdjQEpZyi/wZXK648SeatXgY926Li2pjsRgcS/EJWY85Tf2ypl/SJEnqkRsFmcCC6dQQQ7Vm5zetcrx2wfmi2R+hyYm2gJ8T+mnmDH0Mrz7YngxQ/Lte3usvwW4jr4dSLIcC8RaFoIWK5N6VqayDdvWD2OLdt0POjR9S/sg/yg0r+SmBbrH+VCsTER4X+gnLiN7iC7EhnkJ4kM4sV0KdhR+Z8XEF0otiWi+r8tN4sniIjuIkTT3efL/gwnMiBtTzfNmtStK8vGG2CSqEH+W9mPjxAZjMuJm0v1pr5qX+/vwDGuZoKqtdvVG+RnynE+k+YN6bpyruzS+lnETadfumMQ0ft7iFq1xucvwrjz189IaSFABBt+RtyAFi3PXwb+rx3nBBFcmaucdz8uF+N/UZr8lmOxJ7BxeT0f0V92EHFDPp4oEM5HRM0f6PQ5MJn7OT/NGtkJFcJnJwI/NxH9gH9D1NatQNSmNwa2WpfIvKxFP01/3fJb2rf8NhfqY7u1yrpriSDZnERLoK9WP4cI+K5CF2esohlEnI1yc29ZvxDRt/bWctxfLstPI2pXLmACo79P5v+fh+h6dwul0F9ZtwjNAOgFNMfoOJrIaLxeju9fiAzzVh06ZosSAZfTiGvtCKIw/TFirIUvE4Xti8p3f2vZ9sByXhxe+ayxwY7yuuNjBJTjO5TmtW8+yixU5fVclG4t5fX65bf3ZPnetqPZveVLHUx39b7SOLbz0yxsTUdUUtxBtDq5uvxur6EMek2zpccfKp/VzmDHNEQw9tjyeuGSnurxnYsILM5NFHaeojm9+OlE4WUGojvX45RBYrtw3ow37Xc53+eqvN6buA4eSrOw9qHye61Xttu3/BbO7ev77Ye0rgqsP4F1g8t5cBjRtehZmgXyRn7vejo44DvjBjuepNKcv3KcjyYCMU/THFPsC0QweghxnTqMuC/26ww+RB7/VsYdvH2Glm2WIAKlZ1SWfY/IRw8hWuheSOS92lJwnZJ0E5UpVxCtGRutdhcux78x611jDLHriDJC2wcJJgLqF9KskPsolW5sle3GTptbXg/IYEfl3D6EKKc0Xq8FXFue70dUoP+TZj73H0QA+0SiJeHMZXm/jKNI3C8aLXpmI7p/HTiJ9zSCHmfQjy1MJvj/uv3lfVAejHtT+0y50J5PNENsXDCWozkq+pxEtPH4yvt+X07a24g+37+rrOtosKNlf84hMvUfLmm/F/hNZf0tRMDjqrKu7S07Kp//HaJ2dR2iKeYDlK4sZf32RC3xTjS7rmxHZJJmb93XLpw31Uxpo1na1yrLqjVbnyEyzieVx6vETf012liYKefwzTTHX1iZSQxcR4w18i8iQ7QsEbz7XVnXb4WWkrajaQYCPkzpOlbZprVv9NZE8OvTRMuVQeXivRyRCWr0Se16jWAlzYkolDxFpXko0XqldSanWcs+HlN+r+sSN5yfUZnOkH7swkIEkPYsz/cgMsUfbz2OREDml0SAo5qpuopx+1d39diX490IdsxKZN4On8C2CxMF+tfLtseW72kEkQm8mjKI8xT8/0Ym52vl3LyXGI/lkHKOL0g0XW30n1+p/O+DiQzoMkQrg8Mqv7+2nteVNH+jpPkqYI1yLI4mCtuvlvWDSrqepjmQ6aFE5mgDopb+csYNdnQj4P8hohCyfHm9CM0ZIA6qbFc9x79LjD2zcNmHjxJB2IuJa2Lbp+8s14VG5ngX4v68Wh/f1cdptkC6hahN3oy43jdaeqxRzv/j25zmQcT9ojG4+J5EwOK0vratPD+DaBm0IlGhdBrx+52buE92rbUeUXCtl+O8KNEt6ztUxtcirpc3lPO/0aX5+tb9phJQ6M/fAtHq62/E9evzfayfkbimXV1+l3OV5dMTFXnPUumq0cFju2D53+cQ97knqLQmIFrMNAIzfyzn1Irl3Pgi0YLwSPoIyvdD2tYnKnnWLq9XK8d4oco2w4AjK6+nLcf4FqLFwp+J63e/p28K030/Jd9QjnljoPxFyu/zUuL6dhJRIXps+Yy2z+REdEMeQ3NWqUWJQMB+5XWimc+fs/VYMoCCHUTlTqMV3beJYQ/Wa6Szcfwr2/+IaL20AM3K8x+Uc/syohKkX2ZOKsfpxHJsNyjLbgFOLc+nqaaz5b0blbT9hHaXB7v5BX7QHkQt0JeIG+3ORAH1eKKA3RgzonrTmqX8HUxEmW8qzx8EflHZrt1Bg9amjNPRMnAnsGXleeMmMqik+3rihv4fxo1WdySDSrSMeZfILP+oZd1SRFPjWSvLhhA3yjU6kb7JOe5EkOshomna7+ijq0p5/tlyMXu7cjH8Mv1US99HGhsX2l2JzPv6RIDlqElsPxfRtaJRUPgElUBUP6brQ0QrhsPK6wfLxbUxfe91tEzLVdLyGGUEbqJA8kfaOMhrP+3zWuUcb6T7dKLGoq/BumYnWmV9lpjd53Qis3IkEXDot/OFuO6dTARFzyNazSxfWd/aRH1L4HMty75B1CwNoYvz3hMtNqrX6JmJwMIFk3jf/OVvY4DSRr/npYmR9Rd4j+m5rpyrpxCFi7uJ6+2N5TivX9n2YGKAucaMRI3atkuo1Ay36bhVC/zHE8HbGxrXCuKe8jjR7LaRAV2CyvWayKC9RbQ4uBe4sLKu48GOyvnwx3KNWYS4b5xLjKnwBC1dIInC9wuVY/9XSlN0orB1NW0exJtmK4m/E4WslyrXjE8By07gfRuV/ZybCJjeQnPwz/XbmW4iL/F9yvgVJQ2PMm7Lkr1a3tPIZO9Pc7D3lYmAX6Pg0LXWYeX/r1m+8yvLb+Fsohb2ICoBZyKPcj0R9Ph0+Q0dUN3Pyrb9OWbH+uV73psIAIztutSy3WeIe89iLcvno7QG6u+09ZGGRNQYT0O04HmWcSveFujreJVl0xPXzjuJ69ExREB6ljam9+9E8K7Rza3aAmW8+285d98mgo4HEwGQjp+/E0t3ZZvFiSDqbURAZCmi9fQPqXTJaXM6G+ODHEq07jqZ6Gbxr5KWZYj89DETOZ8GSrBjMDFpwhgiiPEG0SKp0TqjWlaYpnLtW4OoNNitHPvGIN/fLNec9z22DuO2MDmHuC6vQLQy+TeRn16o5T3jtCop15l+7TLWZ1q7+SV+0B5ENHQMJRNE1PS8QHPwzOpJ2zghZiIyh7cShbdL6VALCcaN1jZO6umIAlGdSi1nH++dgWiKeTPNEekv6US6K/+jEURahGjlMYrSJQTG75tKs8Z2faI/alcG2urjXLiVyBgPJqL+3y/Hc+fKNtWgx6eIQsxJVPoq0oaCYuWCtQaRYRvD+CNe99WNKBGFlp+1K03l+eLEgJuvEAWQY4iI95NE8OOOyrbzVJ5fSBREBxEZ5gEzMOYk9v0momvZCURBZoL9eona0rOIQsxiZdkKxA2qX7puVc6PaYiM87vAjyvr5yUyIgv2dX5S+tYTXbV+0R9peh/7MnfZh1/RvD4/DZw9me//dTnvGtM3Dqn+nYJ0rEi0hriKUuinOWPWXOU8/y7RReR6mgNnbsD4GY9vEBmf6avfVxuP4S+IbizLlevF/URG7kmiEmBzIhO9bcv7BhE1sJvSnAlni8a51cVzYijNKZPfojm47lw0p6RttGwaUq4ry5bXi5dj8PHK503bwbSfTATAHi2vG13JvjaB7ZchgnVL05x9rSO/SSKw+AMiOPAJoqVrY9rynYkA30Mt72lcexYigoILE7WQo+hg16EJ7M8gokXPV4mxit4kgk8rle9g18Z2lffsXfb/UMZtjdOuFllLEQXWs2i2/vp6OX7jzGpDBDYeZiLd8zpwbTmwnJ93Efe+akD0L8CJfaWD5nV4GiJYOaJd33nj/9Gc2vQPVGaCmcT7tyby1NVxG9re0vG9pJu49+xcnp9Y0p3KY7oOpHkuIs/QaMlxbLnWHUjkAS8mWizdXq4rs7e8f5qy/FkGQDeWSrquKvuxO9HtcwzNrtit5/VCRCVCYxKJv1MGAy+vZ+mH9MxIBPEvJ1o6Hk5Uaj1KlFXH0BxP6UQiaN7273+C6e32F/hBexB94EYSgYBnmUCtduVGsjlRIJmF6NJyWWWbdgY75i83idNpNmmdnrj5PcVEaruJm/lRRCZkZjo4sCrNoEUjiLESkZk4gGgCO87gahP4jO8TGfGZu3SO9BXsmI0Ifn2FyPAdVs6HaveW6pgeWxGZo+OIgm1/1vqsQxSe1qXUxBO1sWNbTlS2PZQYxGxo6/6V7+R8YMZ+TFs12PENojXMgkQG+VWaTS9vJW7Y9fL68HKsGv08v0vcIFpvIgOmG8sE9v80ouD1AuO2ohhES8GaqDH6MREQ2od+HvCRKNQ2WvDsRjRjvYLISMxTWf7fvq4JNK+Bg4kCy/4D4PgeStzcTyWan9/Vsn7s9YdxCyv1sp+NqWff82wsNGt6Gs10tyEKc78nMpY/IjJEQ4kC1Q+IYPk0LZ+zHdFqYmfa2GqGqE37JTEOwPfK+fYkcQ07guaMNVsTgelflu9748pnrFi2W7O8/gEd6rc+med5X4Her5XlzwPf6eN9GxL30gUq30k7a8CXo1lw/Uo5H79PtKjakAjendTynu0Yt3vF1USLwW1L2o+iTa0H+0j/ekSB9jVKU3+iAPM8lWAH0Wqter9ZhKilXYxoafp5ujCTT+t3S9wXXyEKBGcQ96p3KF1ViOveBcA3K+/5Bs0xPfq1zzvNgm3jGvYhIu/2O2D1ynZ7Ugl6VJb/iTK2SrceNGeqOKXlnP0741ZotN4LB5Xz4jaa+d3+zDPNSOSFB9Fsub0HlYFzK9tuSx9jWxDd/h7srzR1MN1rUZk1qM3pbVTQDqHZUnBZosz1BmVwdOJaeHb5HTW6sjcCX0OJysLn6X7Ljnlp5kkPKvvxg3L8nyTyIW9SAo2Mm/9dnua4Z8sT+a9N++u8JsoVfyNaOP6OaB21NxHUOI+4rr1EmQmnPH+VaGFTYyJd3tt2PLv5ZX6QHkTfscYP8DflhL2P6HO9GpEpXILo8rJ8y3vnJGrqOjb2RfkfJ5QbwA+JCP4viFqd8TLtrT8iopA5OxGR7MQApdUBvBo37BXKca5V1n2bCHp8bgKfs1zZxwPakc7J2I8+gx3l9UzlIrIvcQOqEVHUb1TeUw16fJo2FArK+fDfcmyPIAowI2mJ9pdzewwTqPUp53y/taJpudh/i8is3Uq0ivkZEQh4pFykryO6qvybaBXxPGXMCKKp4FJEBm6Nvj6/2w9ippuNicz952g2Sf9l2ccPV7adlqjR6LO1B81RzPst8k5kOK4vx/VQomlpI4370Kz92YxokTCcvlt4JKKFzb/p4KB3faSj+rvcn7hxjyFqMo4kBjybYO08EVyaq/Wz3uP/v7L832fK66OIQtBgopb1biJz9z2iX+xPaRZ0q0GYzxJN49t6XIm+x08T97YPEYGiE4lWgI8TfYq3IQpRHyaa275TzotGl4kliCDkTN06B/rYryXKdeJe4LaWddsSNXFfIrojPEVlTI+yzc/Kd9X2gEH5Pd5AVLIcSnQvPYdm19rniXvj2cBO5T2NWtFqF65zaU7juhxtrBQg7nEfa1l2UPndNa4lN5dz6OJyLTmsrG+0mp25/F2WDgSVJnOfZirPFyCCN68TrfLeIO5NJxPBwb+X381NwG6Vz9ibqEw6mtI1rh/SNaL8JhuFvtmI+/x25dieRVRwNILQ4wU9iBZL/VZ5MQVpb3yvc5bz+4zKuquIfPYslWXrEXmT6Vs+ZwlirI/h/Zy+RYl8yAtE/m0r4pr4OpW8adm2Xs7f8fJt5Zg/QNz7O9Gyo7/S/flyHn+onekmrrWn0KxMmY9ojXZH+b53LOlclOY0wBeXZY2gRyLuo+fRgW43E9mXVH6DbxDX5e8Qeez5ifvg0zTLYdcQ1/N1J/J5V5X39GcQb1PietXoIrsIzZaiqxOtzEdRZh8jKu23Je47L1GpAOrYce3WF/pBeNAcjHRZonnVQcRN5b9EweRZIjr2b6K2+ZVy0WicIEOIG+TJdGCA0r5+DOVicCeRSf0XlUx92a8dJvBZ0xOFyis7kO6ViALVxZVlI4goba28rtZS7Vd+iOMFPcpFeQG6cONuScdt5bi3NrXbkRj4aQjRxP7bRAGoOrjVZygZwjalbbpy4R1G1A6+yfi1mzUqc5lXlg8lbj79MkPMBNL3XaIg91niBvi78vdrRCBkJGVsA6LQMYrm4Eqbld/gx+nHMUXasI/zEqOzv0JzhovGQLXVlh3TULruMIECOdH0cTv6uZafuGk/yLhNoIcT18F/EyPir0mZSpVmxnXh6m+zvF5gQunv0PFuBFGHEDf5MUSB/PqyjxeXffoVUVA8snwf11AZb6cf0nEtZbwQIkiwU0nTIcSI7LcStfUnEv28by3H/z6iVv9kxp21ql8z9xNI82xE8LEalF6UCMztSrTseJe4jn+FyAytRDQ3foHKlMUD5VGuE5cRre0uJ7o6NQIBWxKBgkawZkHievg4lVZKREVHo0ayEwWYRHPwuq2I+8TjxPX74LLNr4iAyLHl/F6yLK8GPTryOyQC4neX83ka4vq9XUn/M2XdDUQB8Cvld/gyzVZ82xEt+9p2r3kPx/8ioiJpNiIf+C3iHj6KCCbNR1SIvUqzBde3y29hucpnfbdcC953S5WSru3Lcd2rLGvMbPLbcp6eX9K3Ds3r9C7lPN+i5fM61sWskpbGAKXnV9adV64r1YEc1yQK7NVZlKp52naNdfYZIj+yHVFBMZJKnq1sUyMCC2u3LB9GBIKH0eFu1v2Q7uWJoPBOHUjrdkRrnq2J+8cPiEL35mX9ruV39XOiUmsIEfC9iAiUdnVK85Z9aQQWP0NU1L1N5IP2LfvQGLx4R+L6fXr5vTamAj69fF/TEPm7XxOt4fpt+m3iHvJ3yj2ssnwoEXzckmi59iSV2SXLNsvQT8HaKUpzt7/YXn3QnIv6GqJlxOmUEefLCdHoarEA0WRs5fJYg+aUTo1MdltG355AuocTN79ZK6//VtJabSa4PFHL2OeAP2WbaqGlnd1YhhK1D7eWi9cWRHecxoVuOJGJuJXm6NIHELWIW7U7fe9hf75bLl6Nge0+VS4QCxPji9xdOUc+VC56dxEX+/mJgsRFbUxfI5PxkXJefK9l/TjBDpoX70b/z7E1dG1I20ZEzdfa5Te2KNEF4Eaiu8fSRIb+4XJOPEbUQPyLZkR6x5bPHDAtO1rS1Rh3Y17iJv4K43dj+Xs5L1pnalmBcWeR6PeCL1Ej9TKlrz/j1rzsR3Qbe5Yy00Y5PwYRtQOvUwK/3X7QvA7PRBS0riGCC/cSgYXTiS4XXyG6CN1BXDP/QAS0V++ndNxIGXOGuM7tSXQveLKc29cQ177NiYzcDERQ+tyS3jqRARlvpoUOHMMvEIWPxqwxY4haqw3K8+WJPskvl2vYUeX4nkDcRzs+HXhL+qutx1Yv3+1eNGsGf0W0Nji57E9jpPrq2EpnEhnXo7u0D43f47NEwGYt4jr9KHHNnp64pt9CXB8bNYirEkHjzTuc3gWIQv0uROuB24n80aU0C+Qblm2PIVpLXEcESNYjAsE7dvO8admfwUTg/c7yO/0CEax5nQgo/JdolflUuc6cS1zbv0t0yflIy+d9qJ/T9mni/vdf4OSy/E4isLcYUTN7PuMOhPx/5bh/oQvHs5EPWaCc0+dV1l1TjuvNRLetGYnWCU8R9/k1iHzVYKIr6x5tTmuju1Aj3z/RPFNleSK6LYymO61n+iPdQ+lct7dDiLzw6UQg+sry+xle0no7zdZRQ4mgzO7E2Eo/ZoAEPWjmmb9GM+BxMxHsaLRe26n8Xpcj8gGvl306o/yGF6h83izAsH5O49LlnDicuN5uQVT8PFL+/6NEF+aziHx2n9Nad/S4djsBvfwgMg7PEBmGucuP73eV9X8hmu9WM1MnlYvyg+WHuVhlXSdqgXYiMhKNgdXOJAosxxCtDo4harUeAM5sTRuRWW2N5nWi+83gcpwfKBfZL5flw8rffYkb92k0m7nuX/a17dNjTeG+fJLI5J9HBDl+UC4izxE36zHElGSbUPoYEjX8t5Vz6kmilvTDbUzj6kQBZqItOxg32NH2Ea+J4OESRBDjCqIAPR1Rw/1PmgNGNqYr3qW8PrAc1y2r6R6oD8bt4nAcEw52XNO6L0TTw38At7cxfYeU77pR43Bo+Q4as5PMQ2Q0XqEUAGk2p16AuLFvNgCOc+P8nY1owdGYIvXr5ff2faKVx3E0m6rPRWRU5qWfAknl97Nu5fWZlMFficzatURt0Abl9d+JFh5HEYXx3xPXyG7NZjI/UQBtjC6/BJEJPYfoTvVTojA+J3GPuY/IjP6ELg9W27IfnyIC569Ruc8RgdVfERnAYyrLGwGRdYjM6bX0MatBB9L9XaLbSnVGmGeJIMi+RBD9e+WceZvIQO9UzqXRRIa1z9acbU73/sA/yvMLiJZ7RxNNo+vEvaYRuF6dCCLcTWS4tynvGzDXcqLW8zWa18WzgUfK852Je9C1RK34+WX9icRYPI2Acbtays5BtJR9A/hKWTaYuG+eRwQNGoNcr1h+u4/RrMRoy2Cfk0jz/ERF4u8qy64jgukzENfp68uxfIHoTrkicd85tRzfl+nAWA1E/vQ1xu/6O6k807NUpprvwjF+P+nuyDnBuPfpv5RzYlWiRc+viAqeX5fr28pEYbwxy9F0RP7vYrrbbbY1n3YwcT+Zlrj2/aNyDdiRuJ8sT4yD9gpR+XlM2ff33H12CtP8VSIgM6Y8/kmUUepEHmVkOa6nlXOouzNfdvOf9+qDZuR5+3Lx3a+crI8RGflGzexNtIzwT9SwfJQoIBxCP0flJiPt0xEZut8QNQz/ojlozmFEzeXLlFrZsrxRAzovcaP5cYfS2tqUaqtyfEeWH9u3iSDHz2k2AZu3sv1qZf+26fY508e+rUFkLs4lMhqDiYjqKjSbr/253FSuB7Yv79uTyBT+hH6aUo0+mp4RBb2TW5Z1NdjRRxqvIW5yvyjH67XyujGWziHld1knMvnbVdI7YDLJk9jHM8vvcaLBjsrfRYhxYaoj2L+vfW19P81BHKvjn+wE/KVlu48Twd3HqdTEEgXg67p9bCvpmZkIpP62smwDomC1GHHT/wPRGmER4pp/O+0dCPQHRK37VkQBcAGiD/NZRCBmw5KmfxP3n+P747t+n2m+oJwXb9PsUjYf0a3seaJw8kOiZUcjUF0dLLGrv8lyvv65pPM8IpO5AtH9o060APplOe470AyAbUIEDbZu+byO7A/NsawaA76uS1yLq91r9iOC5GPK9eQn5dp4JpG5blvwvI/0fptmd6BpiXv454nuK2dTpngu67/OuLOafIHIA3yqcYy7fd607NtQokDyL2KMs48S3UZ+SlRqPFuuNdMTrRR/SdyzNurndLRes+cmCiuXEUGmf9K8H85OXKdPL8fz1yX9rwArlm1W68/0TSLt1XGINizf//FEEP18ooKu2oX51HLNua2y7KPlXHqKDgx+TNxDXqDMFFNZPqDyTFNzustvayMiSPswJfBcvv/ry3m9aln2aaJFxMrl9TD6scXUe0h769TSG5bj+zGia8oYmvfERsuOFYlurW+UfT+GqGB/zwOjv8e0f5ho3bFZOY6NiqthNFvVbEPcMxfv1jHO2YBHu0+ENcpNodG0fjniprZJWX8GJTJNZDg2oTJQDm2+UffxI2tctA4oP7A7GXewp48QmaIXiNqg6Srr5iGakv2+Q8d2IaJ1zGfK63VoTjv1K5qjGF9ANOlftmUfh5dt/0il6Ve3H4w76OhaRMDjV4zbrWkZovXP4kST9R/RMh4J/dSEsJwLD7beDFrPTaKW538MgBsgzYDj0kTm8n4iWHcZ0eT8UsYNeoyieXMc1O7fXT/u3+xEK7LqFIWTE+y4qPWz3m9aGseyj/WNGu4ty29yx8q6jYhgx4+JptH7EwXK6/srfe9z3xqB3EUpo523rL8TOKw835sIYP+LSmCnv9Nf+S73I1oDbkTUZi9DBJx/S2l2TLTEu5m4z5wwAM7X40v6Diy/uUZ3hDlLGv9GFEDGa1bczd9k5TxYgwh0NVqJnU5kSq9h3Pv2r8p5vDHRvWgUpXVE62+yE+kuz4eWv+uX3+FeRMb5SqJlRGMw0N+X86rPLkTtTjfRHWxMOYarl2VXlHP8OCL/tBaRwW8ERfanDKRIBM62bqS1m+fNRPbxtzTHIZmLqIV+nLjXL0w0xW8MHPup8hv+Zj/+/2qL4sZvc5nG/yDycscRhcTGd7B0+W0eXY7r6URLlHX6+rw2HrtGYWo4zQJgY1yXtYhWbtW80seJvMeVxMCNxxLBnYPK8o7N9ETpolx5XSvnbeMYdz1oMLWnm2jlsCxRmXlZ+f6HEPmL7xIB0u3KsltomWmoS2mu5qEa6RxKs8yyNc2ZzLai2bLjy2X5GcT1sjqQ6YDook+UH+4h8qVd7y7U9QPSC4+WC/5MleeLEdHmZYnZLI4jugF8kYjgn0HUoMxenv+TuLG3vY91y4/sFCpjKhAtCv4FHFVZtgJR8P0lkWG9o+zP9ETTwXsYtwa0bQOrArMSU2N9j2ZN4TDK4Fk0Zw35B+MOZNo6Fdk8VKYq6+b5Q+nz3cf5tAGRERrbYqNc7P5Lc3TkQbQMJEc/ZPSIpnJvUQbjm8h2nyCCYBtV/zddvgGW83h7oqnuskTt2ZeI2tiLac5+8x0iMLlet8+FyT1HKsurA65NX64hV9H5YMeV5RwdRhRQPt/y/z9Ps9nj/mXZNcSNeli5prxCh6avnox924uoAZyxj31t9Gs+tXF9KftwL9GK6BSaGfO2FLiIgsZhRIZuDJFRWo5oxvsnmrWzs3T73K2kebtybkxHDOr6Ls2gx9w0+11/lg71+Z5IWseO2t94Xb7XVSrbHFV+b6/SUsNdri93E0H4xtSAbS+A95HuGcvvcrny+pM0C9MfJ7pL3EkUYB4gWtj8lSgYNq6PnaopvINoxTEPURt4M3Gv274cz9WJWszVSzpvqnw3jUqaHzTS3O5jPZH9mIE+ZhOqXDeOJFpI/pi4b85BZTBK4n5/Q+X1eFN9vo+0rVo5F/YgasPHm72GaAFxcTnOM5dla5Vz5CDievcnYO8OHdOhxPV2aHn8G/hWZf3KtMwyRrRkeobm/WYfovXd34i8wIrdOD9KWnYv5+va1WPPAAga9EK6iTLCT8s5egzR4mMMcU0+l8gzXw/8ssvprOYrrqGSd2s5vpsS1+gxxAC9uxLdzz5TfpP/ozluVDcrB75C6Ypcrms/KfvU1TG4xqav2wmY2h8tJ+c2RPP5sa0JiMHlvkQEB35cTtivlfWzUpl2jeiPuEIH0lz9kV1R0tToR9+ozTqdaP0wK9F06jHGHbPje2X9T8oN5OK+Pr+f071JOYYHlsdmRGF7xer/Jvq/Plq2uQq4tLK+kenodvPoeWiOZ3B4+Q4WKq+Ht2y7JZEx+S6RuZu1XMDbFqwhbmyjKK2RJrHtbI20V5YNiBtgy+/z+0Qt8xLlPPotMZjTDERLjyW6eU5M4TnSmrmbhrix/5FmbW6ngh2XEZnRaYgM5V+Iwkp1atxdyrovlvPqoJKudcr66SkzQvRH+t7nvtXLsf43kTnqs1shUcPyCNHa7A9EZmpfoubzfEo/2nae10Qg+jYiM/9PIjP0FSJDP3Nf7+nicR07hkh53gh6NDJq8xIF3v27lcaSjrmImsDG1KczE8HzkTS7Dq5HBPlG0Bwk7mNl3VeIoM1PiExqY7rrdgc7+kr331vSPbiaFqJA+xDRbPqssuwwooXKL+jQDCdEsOOOyuuLiVYPjVr8RiCn0RLllfK7G0G04pyBmPFkDF0eHK8cy2sYN4hR7YaxLfCr8vwMotXswpX12xEBzBlaPrc/KjFuKL+7rcv/Xa/6+Yx7Xf8i0aqjus2elBafdHgQTeIeti8xvs9PJ3ZciIDNW8B3W5ZfT1zXO9ZFq4+0TUMErD/e+v0yAPJMvZJuomXmiUR3i6+X68mcNLsabkcXx+9j/GBHn63jK9fq9YgKlTuIYMesREX6S0T31qMog4J3aX+mJyoF3iXygHcRLe461opqkmnsdgKm9gfNDEQj8vlIOfEas2jM3LL9/9EcKHHVcsO7oPWk6I+b2wTSW73x3kH0rzqUqOWeubJuj7J+CFHgPrmPz/pR2eczK8vaORvLTkRLkj8TQaTNiWDLZZS+eJVtryRao6xR9uOSvo5BF86XRGTs/0E0DWzcKBpdQRq1KPMwbvT8G0RXjPWIJrAP0dLUsB/T+CWiULr2ezkXB/ANcCeas1wsRnR52r3b58T7OUda3rcILYVzOhPsOKFcJ64mxmNIRDe+eSrb/YwyRTXRz34Upd996znWzmvIZOzb94iM8jpE5v7nTLh5/+eImpUvAr+pLD+c6N7S9tZjRJeWvxC1KYeW68JmRI3nzN0+lyd1HhEZtreBjcuyWQZAuhYj7tPfKK//UX6D+xIF7ZmIgM28lWv0GcTYF/uU38EKZXlHasAnI93/oaXVAdG97ykicLAw8M/KutOpDDLc5nT/Hni08vpnRMuHRrB3fpqVSNsRGfxPl9c/JFqJNWYuOJg2Tsk+mfuzBHG9bnSt2RM4tmWb6vXu9HJeNabT3YfI1/Tb+G0086lbEU3fX6DZJWGRynaztbzvp+U8Gk5c108iWrIt2de+tOl4TldJyxgq3fNoDq46XeMcKa83oWWQXaLr0/MMsEHqG8eQAZhn6pV0EwHRvzBuS/Zu5jOqeajziLzo0MqypRl36uTGfWY7ovwzM9EK7xmixdMqRBedk/rzuvEe9mvGco35abkWD6xKxG4nYGp8EBmeLSnjGtCsDV+VyCjfStS2LlF5zzRE1Lkxa8vw8tiVqIU5o0Np/xQRCLihpKVR41a96R1IGfSrj/c3bpwzEzWav/r/9s483q7x6uPflUiQIFFDUPMQQxFj0YoxprSqVdRbRUIpbY1VRQ2tNoghhip5DTXX0Eha3hpraIoqqmhRY02tGEpSQaRkvX/81nb2PW4iwz1nn3Ot7+fzfO7Zw9l3nX2e8+z1rGcN5c/YQLkXi/t8DVpNvQGtGA9DSbSuIjJCI3e1sdTq2A9Ghp37q+47pc/zU6RsTqamvK2BLLg/iu1FiQRt0X8uRx45vVFSoy53E6MWF3hj/Xcer5dhBpOSkLPI0D2o6vtcJ9v8yDNmzbj/U4HvVC1XF/SRJabz/kYbO8Yhr4Ke0S+vQsr+evXjB3LJLLsgF2VKT6z4Hq8Q8i6CkiVOBTaJY4sQq6x0NBQXY+ZmaNVoYCfXXaiRcpf+Tx86lhA/Jn6/lSYHm5X+FOPFNDp6O1btjbIteqa/CZxc2r8TnYcr9EAGhMnxeeqNkc0KC5kpuZHRdAq10udfBV6g46JHM4wdKyBvqFtiLBsVY97CpXMOR954iyEPxyIh6T7I+DG4yr7SyWeaH3kSHBfbI9FCTe+6caTe6PE6MjztQXjbNEC2w5GRtjAgfTbGvMWR4fb/kH5bjHFrohxYX0QryqOA8yq6r08QyZdj+3q0Mj4XMhAd1tm9je0fImPHWlX3j04+lyHv05Y2GrSj3HW/secIT7eKZSrrULeGXDdTqxC4BrXwlYNL55b18DOJHEClfUOo87TOVnfvqxagHVsM/k+GkvBtpGAMLR3fIgaBU4FVSvuXR+6ux6AyPeUO3BT3QOQpMI1aidZRyHjzmXjQ3oZiks+LB3Q5iWZhZVw8HuAND2OJay+D3FWPjns/CsXmDUTJid5FRpwrqGUN3wA4N173QoaeBym5jlbUdwpF4nsou/IzSBndBimp0+Lz9kOr+DuX3jMvsgQf1iDZCsPdL5HR7qy6B8YgpCx9JIFjHO+NlP5XWvEBiHLlPEstifBQmjQxbXQf6eQay0d/b6Rnx4NoNfsZ5AkxAOW++Cslhb30eeq9Tw6g5B1WwX3ujTw6JqMVzynUvGi2RMr/htO7b2jsn0ItJt6md24TP1M/mpADqotl7ouei5VlyS/JMgg9D/ui583dMe6uiSbYhXGps8SPX0ar4au3idzFgk0PNCn/XWz3arCsvQijYmyviSZOLwHvxb4vUfO+G02dAQCF2U4jnoVUbCArZCj1hf8B7ovXuyEX9BnqeNSqiZUXn+a0gtaaSN9cAi0OTQZGxbFVkR47FBk+3kKeYf3puNr8AHBBZ5+3wffzNKSjfh09a14hkrMj43oRFnQ7ClXtjwx5c9Vd51ha19gxD5ontNwCUXeRO36X/ZFe0vTS2nWylHWou4hwe2TAuDX67yuorP16SB/fq+4a1yMjSZGgtNJ8V+3UKhegHVs8sC9FFrb3qMtzgEIPXokOfTIfzXK8WXTk9Zskb1nJWYNwXQ05piHjzEPUypINYzr1s5F76f00J0HpKvF3CHIT3xyFW9yGJnzbIDfiVZBXyjPIC2LtTj53b1ogcQ5aDS+Sla0RD/OX4ns4OR7c78aDpOwmX3jWHBzfUV+6UOFACUrLYSxHI0XnzNheJvrHRxSfsoxIEVm7q+RqwP1fkro49lZrs9tHSu9fGSmy5dKzc2rsKP+WrkNhLP2Qd9qz8fvcGHlelROP7o5cG4t7/hFPiaq/C2Q8nUTNQ2zr+C28ijxk1pnO+zZFuUsalqtjDj9XS2Rqb5eGJoAjkbG/b/Tnm5DiOTz6+aF0bjxYHekDw9tA7h7lv/H6QeCaJshqKMTjl8iDqgcyLg5FnjG/R54e2yMjwS5x7rfi/YujePwN0QLHZxst88d8np4h7zJ1+1ePezo3WjiYRi3558p0UhkO6SiH0HXl5OdC+QvGobwVr6Ak+eegPB7PIB1wMNKj1oh7+3D0o6KfHIn0w3L1k0YbO+aPfn1V3LtzQrbL0GLbZXHeH5BhZH7k+fj9uuscg56Va1XZT2bwOZeNft6S8nUnudFi6bIV/n+L8fhylIvo+rrjT6IFlLIn7ERKnh5obL+XyA9EPuNn7TuoWoB2atFhC8X9u8havlndOTcDf43XqyFl4zQ6xo4tgCYrOzZZ/j5oJejfaAW4RzwMv4qSUPWIvw8QCR3r3r8MmuCMK+1rlLFjCB3LnJ6FJqtXo5wcm6MJyXpoZeueeHD/Ic4pEsitRwvEslNzjV8cJXQsqssMjAHtwNheN/rVf6kluyuvtmyF4n27MnP7YaEUlL2U+iEX//uQkvEEmmzPgwxNp8Z3si9aSWzZCift0rqwj2xAg/LqIFftc5AyfQPy7Bge48WNdCw7exSqUvFn4JvUEgZ3Wg67onv+Y+TSXYwXW4fMW6PVzmlI2V9rOu+vvNRati7pB6uifDmj0ar44Wiy/XNquWfOR0aNscgjspyUcmNk3OvdzP48p3LH8QEov0ER3tLoyex6yBjwHTSZHo9W4T+HQoHHoUTYRb6J/9IxMfl9VFxdoSTLyshIMyK2F0D61IIx7k1E+tRjyKAwEHktDKejh2+X5pCiozFuGDJ2FAtI5yLd6ixU8eaN6Du7ocWvVeuutS2dGNYbeE/L9+VROoZm/Q0Zb/aLfnMq0lWeLL6DOG9epMuuTQslTZzO5+1TtQyfJLkrvmc7Iy/Afev2Lx2/0aJ8ec/o02NjPH+fmv5X6Ilp7JjV+1+1AO3YkLvRFD7q2fGhsSO2f4gU5j9T5+mBVkSXa4KsA0Pe65HhZRWUp2FgHL+9eKAgl/+nkWvVC6F4lBMPrgv8b2m70TXXjwxlZyxSfJZCylJRx36teBjfh4w5P0Er4aeh0Irz4wG5cCPlnInPsTRKanc8mkQVA9ZG0Y9+HNvLx+ccF/K/C2wYx+aiFlK0HdPJ2zCb/WMisEvxndIxhOaMkOOx2FdkSf8zWn3ZHLkjT0Erdi3pNdHqrYv6SM/6+9+Vv1HkXXQKMvzeFN///DGmjKCUET9+u/fGb/YRpPR/ixapkhQyHI+MHUXyvq2QsWNHNBF4H5XEvA4Zetct/QaXQ+No/6o/R7Y57gcroufzKGqlvk9ByeE+AxxQOvdm9Oy5BYWNXI/ySt0JfL3N5B6HFgg6zdfVIJmL3/8eIc+ZyEjzMlqBXR5NyC9AXgZbx3i3B7Xn0h/pmLiy6nwv1wI3x+udkAFhFfSM/Avy8rgLVWfZN+77pnH+stRVY+li2Q5EuUGKMW4lVHHvcqTnvYEWwb6GdKfCKDIg7v21wArNvtcoyeSrlPKFIE+fq5Fx7MXY7oMWYw4tnbcNtbDcht3bbNlmtaFF4/GEroT07aVRqPKo0nlPAb8tbRe6Safh5Nlm8v5XLUC7NeS1MY1S8qTYX2/sOBGtwi4aD/GH0eSxKWEsJTm2QCVNxyHjQA9COYrjDxPurvEgvDb2LxiKxqGxXV+KqllJ2G6LH3qR0Kc/mnhcGArFn2L/ycCj8XpuZASZyHRCc5r8HWyJJogTgN1i34bRj46N7YFI6ftVbM+H3E/foeZq3+X3HE1ei8So9ZPlZWPgfQBNXo9HK5hlV+gjo5906vafrel9pKHVZlA43x1oUrIa8nQbQ8eKK0eiFdwFUajZbUjB/iMymDU95rSTvv1jZEgaHNtFGMvOyENmGvDNOLZUbD+AJpJLoBjay6vuN9nmuF/0RCFjT6GJ0kCUHPPzqPrHwLrzl47+vg9KQv6DePacTROTZ3aR3CORJ8jg+t9Hg2WfB5W+faA0lh2NlP5FkdfKxcARcWxPtABzRIwr15WuVaV3WOHtuwNwT7xeCIXHbYH0vuLZegW1Cie7xr6BaOJ+fANkM2qeD1vHvvWivwyO8e5NZLQ+DoWDDEK60/bIIPYSeibNW8G9XYGOE8Bx1Mom3xX94BcxDt+CvGd2R4bHv8Tn3KyqvpEt2/Qa8rh6G1g3tj+N8ouMjH78JB8Nd9kE6SDTgB2q/gzt2ioXoN1aPER+EgPqV2JfvbHjBGTsWC22N46O+jqwZwUy9ym9Xh/Fbi4QisR9aBX5EUpJSOPcddDKynhkXGiqpwS12NfxaHLyU2ohLVuglddrURngR6itih+EVr67LOyjiz5Pf7QyvFgoO8fF/jXRRLa8mtEbeXVcGoNjwzPm18k6CLnejY7tw5GydkbpnFPRBH2tqu9td2mt3EeQsfQXMX4sHw/hx+k4ASkmJfOjSc1Nsf8qpFT/jiYnp+SjITS7xLhS5PpZN7a/gmLvpxGhOWildiIy9v0WhSg+QceEzZV7q2Sbo/6xBJqMjkMr3jfEb21aPG/2QN6ECyJDw9XA4Sn3bMu9MDJ8HoyMoUNi/zUo/1lv5ClxBzXvteExhvysdJ2munRP7//FWP0yykMyJF5/q3R8XjRJL8fiL4vCNX7dYJmLkq7FQt22SB99A3ln3kQtbO865BH7DDKEVZrgsfQZjgNui9fj0WLiMvEZpiFvoEeRQe9C9FxatEqZs2WbXkMhy8/FOLF+7Fsu+vabRHXJ0vnbUPM8bXhUQHdulQvQjg250R0ZnfZJ4IHSscLYUbgGbh+d9Qs0edLaidyGDB7Ph7K0QygZb8fDbi0Ux9kPuZ//C7m//gZZJZs2UUErDd9FeTsKg9H78XDbJr6DNULuaUQFiPhe3qNCz464x9vE63Juhd6oGsHrRCUFZHi6h5g0opXwy4hQIrRi8TRNquIT/3PV6BMXl/YthHIy3I88lVq+9no7NrT62bJ9BBleLkLK8nDgwtKxwrOjMHbcGPsvRavORpMVUTp6I12Ewt12RfGyReK7PeP+XR9jSXHfV0Sx7iNje8E43rSwvmxN6yeLobCsS5BBbEWU12IaWtB4hZrx8Rsob0MvYO7SNZpu+GpjuYvwlPOBR+L1qmgB43Ox/Qs0AS/CyPrVv7/Z8sbr4yiVi4x9NyKj6OnIKHpq7F8GLRydTa2izLJogabLKmjNhPy94/6uTy1nxw4xvv0jxsRB6Dm/aN17KzfoxrPj9hi/+6GcKLcShmcydCVbG7XQRabF+Lxp7FsSeStdSC2f0hA0f/xGbBdjYeods3PfqxagXRuacB+O3Bd3jn1FGEth7PhidNbdY7t4yFfphrkw8k6ZF7mPvkUo8MhN/SFkgfwNWoVZpUJZ68tgTo22WezrHQ/pccgb5PA4XmkYC3Jx/nvdd94bTRAnUau9XSQoKsIRBlCbNA6O7+FqYG8aXCqwTv416JiPoXf8XSDkm4RcjAdVeZ/btSH38r2JeMxQMg8IpW5Yq/eRkGHBun1HIy+wemPHJZSqPzRz7KsbP+5Cqye3oAnL11Cug/4oNGg35Ar9xzh/sRgbT4jtJYlkzp1dP1v7t/gtjQCuRMb/fijkYCUUXrYQCm/6HvBg1fK2s9zUFPd5kDv38cgg8yJaxDgLJTq+n4+WZWyq/lQ3joxFxtGrKYUnU/OUOBF5mBahwYfEeLhUbC9L840dxb3eFXmrDYp7/S+UKPZ3lLxhm31/Z0L+PtFHTo++/RTyJByE9JAF6Fj9q6Xkz5ataNTmA7siD+rzURGJLWL/ssjT42co388HwP/EMcu+PYf3v2oB2rmhpFpHIhfAG+NhsmocK4wdH1rmWqGzhkI0Fblv/xUYXzq2CppsrUZd9YGqZC8NEEcgb5RDkafHVrG/FzLi/IPWydmxPFrVHoBW5osV473QKpyhHAIvUpvQrkQtpq8PsVofryurs01dCddQOl6kQkNYO7dQ2AYgg+KZ8Zt7mohXRkaxHVH4SLv0ke8hT7d+SLkvqkO0irHjbmTwWCzGj+tDzvIqdx8UA/5HNKn5D7WV8QHIENy0SUq2alr0kZHIeDAIeRkUoavbIa+2EUgprbzMeTvLHc/BuZByf388K29E+skdKFT1UeCsKmUsvR6DPOvmiXF7/tKxb1Pz6tgEPf9XR5PzvWL/clWNI8g77VEUvncAWlkuEtc/Ql3Ol1ZqqBLOSWiB7j/UjNAbAXdWLV+2bLPaUDnoF5HH1RHIo3fzOLYctdyFR8W+lpg/tnurXIB2b9Q8PSYTNcBpUWNHSd6RyPX1+ngArxX7+6Nwlw2qlrMTubePh9261IweRdnOI0JJqqz8GFoBXoNa3pa/hYxPIIPY9nXnL0VtQrsjWgm6s+r7PIPPZ6F0TKDFcqO0S0MrUSOJ6k7IsPgIHcvurdhOfQR5ih2CjALnUKtWUG/saJqBgI6TlLuRJ0fZuHEWMtAcUve+wujxF+Dx2NcXJXZOz45PSEPGg5NQosm3UTjqZqGUFt6chxJhlK3S2ljuftF6omSVzxHhvzFG7kqDkzHPQLaVkIfM5cirrqiGcxQqBVyEu5U9DL6AwmqnEglJ0crtw1RoNEWebJ+mY4najaJ/rNBMWWZT/l0pJXhFrv+/rlqubNlmtaEFrY3RYm0P5HX6b2pGj0+jucMwWmj+2O5tLpI5wt3fMbOfo067n5kthizoe7r75WZmcZ5XKWdByHucu08BtjezoqTeusBryKjwVoUiTo9bkPL2H3cfZWa9gf8zsy8ho82G7v7XKgQzs7mATVFuiwvN7Cw0ATzJ3Y82swOA081sPne/EsDdXzSz89BgdgryVBkb17NW6S8AZtYTJYwdhnKTPFKtRO1F6fucC8V0b4BWMseglcKL4rxbUSjLyfBhH7mAFu4j7v6umZ2BlOl30ZhyKTIw7AJgZj3cfVoTZfL4v9eh8s3LFcfMbGVgPxQPvqWZ9Xb3kfG+d8zs2jh1PzO7En0/z7j7V6v4LEnzcfcJZnYmWrUfi6pbfBf4jrv/Kk47292nViVjZ7Sx3JPgw+fMRBQa8ilggrs/ZmaPN3usM7MeyNhxO5qU/BL4IfArM/syGsd7IcMG7v5B6e29op3p7sea2bIoTOdJd9+puH6zxxF3n2xmU5E3xyQzmwclMR3r7s80U5bZZIy7vw9gZksgHevi2G6J52GSzAzuPs3M7i7pKiPi0Bgz29ndbzezTYHXsl93HT2qFqA74O5vo1XD81Cyzytb0dhR4O5T4oFOTEouBRZBcbST3P2xKuXrDHd/z90fdPenY/sk5Ap7BXCHuz9YoWzvu/sVyMNjLFohvs7dj47jP0Px/+ea2YJm1iv2/xPlTfk1isN+I/a3TH8xsz4ojGUYMnY8XK1E7UWdIvYp9H0faGYvoKofywCHmtljKPHayfG+JUBGD+Q5MY4W7SMu3kKlLs9E1Zy+BtUZCMxsdZQ35zkzWyf2rYtWWY9w922R98cwMzu4eJ+7v4MmN1ehPB8PufuO8f40dnxCcPeX0e9uElrA2N/dr7ag1YwGBe0qN3xoNJiEEpZ/qrS/6cYOd5/m7k8gHfkKdx+OPPTmjzH5bVSZ79hOLjEVhQ+NNrPlUfhipcaOAnefWhiYkHfeN1ClrZanMHYEw9EK+d1xrGWeh0kyM5T7bPTtE5B+OMbMtnH3Ce7+QTGPTOacNHh0EaEo/xwZPV6P3S1rdQ4LY2H0OBD1hSWQmybt8CNz98OBz7j7e1X8fzNbxsxWK8kzARk8xrv73qXzNkd173d29zfd/b+l97yMJrMXI1feVmNJtEo4NI0ds0bZ2GFmB6Eyvv8AXkUu3OeE8vwccuW+Jc49HjgsVuCKfnUDrdtHCuZByUqHQvMVezP7jJkdCODuf0MKxN+BE81sOKpQcby7j4q37Iu8Z4aa2Q9Kl1oCJYH9ZUx00tjxCSTG5p+gLPpjWnUBo552lTtYGSU/rmQSXv6dm9nVyMB8X3jabQZMjAWLfwHbmVnfOHfR4hrufoO7H4MMrmORh1jlxo5OGIbCW86oVoxZI56LCwL7RF9PkrYn5gUjUELkS81s3vRc6los72XXYmbzuvu7VcsxK5jZAOTdsT7whXyIzJhQIOcH7kX5Ac5GpeeeRzHUPVHOjhfM7IvIg6Y38kb5dlhtl0DlMMe6+xNmtoi7v1bBx/lYIhRnctVytBN1xo5DgC1QjpytkGfS7sA/Ue6fV1FM+BhU0nA14PPu/rSZre3uf4nrfMrd32j2Z5kdmv2gjhC3n6KkwCe7+zlmth0qnzs3cvO/yN33jXMfjTYMVYMYghKFnYa+hwHu/vm4ditNUpKkWxMT2veq8uyI1+NQuMruwNdRroshwKPuvoOZHYYMStub2fdRHret3P2heP98KEdaD3fftP76rYCZLQC84+7vt9vEysx6escwoiTpFsTY0dfdX6lalu5GGjwaRDs9QMxsXpQQ6k/eguEsrYqZbY8MRb9DSYYWje1DUM37UahM3ThgHzTBvcPdd4v3jweeqvMGaZt+k3w8ZnY0Sno3HinMn0b94G/II2IEMo7dZmbnI1fd89z929G/fgNs4u53la6ZfaQTzGwl5KI9FIWQDUD5AM5EFZIWRvlRRgPPF54o8d7zkTHqanT/n4n9LTVJSZKksZjZVSgJ6c6x/QVUSWsMcAEayy9GRuzt0MLFBGAg8GV3fzl0qtXc/c9xjRxHkiRJKiRDWhpEO01IwiPl4jR2zDyxwnA9qhCzJSrxe5a7j3f3r6CV+tGozvbiwFdRzOkQM7vCzJZEBpIOVtx26jfJjDGzrZEn0K9RKMppqCrLqqgy0o3II+jcULKHALsBW8cK4zhU0vCu8nWzj3yUmFA8harDPIM8PRZ2953c/Q+x/+/onr9TZ+wYjEJYnkI5jApjh+UkJUk+OcSYvQ5wU2yvgELcHkd5zj6PPDb/gYzT+wJfQuFyqwJHmdktyPCRxo4kSZIWIT08kmQ2MVVnWQUZM76MKmxc4O5PxvFl3P15M/shKgO3e+T8uBMlQLvL3YfEublq380ws37IqLUOsAdSjOdGoVDzorCVV6N/HIeqKZwf+SROBHZy97HZN2YOU5WHbYD90err2yiB4yKoLOQkVElmeVRC/AEz2xYlj93b3S8uXSvveZJ8wjCzhZA32D/ReDESeXGcg/JwPQQciZLTD0HlwtdF+T0mADsgj89z6w3VSZIkSXWkwSNJZpOIgT0eTaIeBI5Bys7/ujK8F+ethhJSHuru15jZIsBmHqUCcwWo+2NmN6NcHVPRyuBkFK5yiLu/bmbHIO+Oq5HX0DB3v7LNEg5WSvweL0JhLNcAV6Lkgs+iUJa+yItjf2QAuTH2Hxw5P8zdPY0dSfLJxVSZrBeqoDUajRdHopwe+wPbozH6DmRgneDuW5rZr4CXXUngkyRJkhYiDR5JMgeY2UDgdmTsuB8lJr0VGO1RQjfOOxGY7O4j6t6fxo5uTPH9mtkqKCnmG8C1aFXweWAp5F1QGD2OA0539++Hx8K0nHzPPGa2NPAfd59oZpcgr5rHkefVL+Kcz6FkpXsBP3f3g6qSN0mS1sXMlkIhLbcDKyGvjn1Qvp+TkMHj76jq1lvuvkO8L5/rSZIkLUTm8EiSOSDCV45CpVsfB76HlKH9zGzF0qk9UC6P+venUtSNKX2//wR+gEItxgDroQo/DwHnmdlC7v4TZPDY28y2cPcP0tgxa7j7C+4+MTbvBRwZmoZHtRzc/R7gQlTq940ITUuSJAE+rMQG8hbbHyU+3gA4BSVGPgAZq3dBhpA309iRJEnSuqSHR5LMITFhWg540d2nmNkQlKDyFlTx4Skzuwh4zd0Pr1LWpDrqStWegPJ4nIOMZUuixJnvoyo/V0USzmQ2MbNeyOhxGarQsg1wmbufFcfXAJ5197erkzJJklbFzPoDB6K8Wz2Bc1ECanf37aIk7Uao3PyEDIdLkiRpTdLgkSRdSCkPwFbAqSh7+9nAFHd/oXxOlXIm1WJmw4F93X2jqARwJzDC3UdHBaAPqpWwvYkV2gWQd8doVCnnIJSA8Dp3P7466ZIkaRfMrG9hFI0kx99HSaWLEJczohJUkiRJ0qJkSEuSNAB3vxUpRnsBg9PYkdQxBljIzNZESUwHoBVE0tgx57iYhKopvOzurwMXoOTCi5rZ3JUKmCRJW1AydvR095vQmDIY2ARVeHqgQvGSJEmSmSA9PJKkgZjZmu7+SNVyJK2FmS0M3IdKGk9C5Y3/5O7/rlSwbo6ZDUBJTd+tWpYkSdqPCFn9ATJ0nOLub1QsUpIkSfIxpMEjSRpAvSdHJjJL6jGzJVFJw/fT8ydJkqT1MbO+qDTteHf/V9XyJEmSJB9PGjySJEmSJEmSJEmSJOl2ZA6PJEmSJEmSJEmSJEm6HWnwSJIkSZIkSZIkSZKk25EGjyRJkiRJkiRJkiRJuh1p8EiSJEmSpNthZla1DEmSJEmSVEsaPJIkSZIk6VaY2QGodOisvOebZjYuKnEkSZIkSdINmKtqAZIkSZIkSWYXM+sD9K7b/RKwjpltCjwc+3oAvYDJ7v523TXmA34MXF5/LEmSJEmS9iXL0iZJkiRJ0raY2fnAnsA7H3NqT2BuYB93v6TuGhfHNabHS8Ca7v7mHIiaJEmSJEmTyZCWJEmSJEnamXeB37p7/3IDngV+Wto3v7v37sTYcQTwFWAtd7dyAzZChpTd0tiRJEmSJO1HGjySJEmSJGlnpgCduavWh7lgZj3NrHe87mVmo4BjgR2AEWZ2opn1iONLAmOAH7n7+IZJnyRJkiRJw0iDR5IkSZIk7YzTucHjfeAUM/Oixb6j4vhywGeBoe5+JzAS2B240cwGA/cA17v7KY3+AEmSJEmSNIZMWpokSZIkSTtjwAfTOXYUcG5puyfwXwB3fxLYuDjg7n8wsw1QdZffAyPc/ZiGSJwkSZIkSVNIg0eSJEmSJO3MfIQRoxPedfeJM3MRM9sIOAF5gQx195u6RrwkSZIkSaoiQ1qSJEmSJGln+gGTzWxwXfjKIOD08j4zO7X8RjPrb2bfNLO7UQjLZsCSKKzF69qYZn+wJEmSJEnmjDR4JEmSJEnSziwNvELNy2PB6bS7UYJTzKyvmd0GvAYcCswLXFJfpaVUreWS4r1JkiRJkrQPafBIkiRJkqQtiYoqqwJPAFMB3H1iZw2FqnwQ57wNnAJs7O6rATNTheX9RnyGJEmSJEkaR+bwSJIkSZKkXVkbWAj4E7DATJxvxYvM0ZEkSZIk3Z/08EiSJEmSpF05CHjK3Z9GFVjoJPdGkdNjU6DXDK615wzeu2fjP0qSJEmSJF1NGjySJEmSJGk7zMyA96iVnZ0bYAZ5OH4P9J7O5Xrw8Tk80is2SZIkSdqMfHgnSZIkSdJ2uLsD+5R23YuSk07v/M1mcLm5Z+JfzjNzkiVJkiRJ0iqY9IUkSZIkSZJPJmbWB8Dd36laliRJkiRJuo40eCRJkiRJkiRJkiRJ0u3IHB5JkiRJkiRJkiRJknQ70uCRJEmSJEmSJEmSJEm3Iw0eSZIkSZIkSZIkSZJ0O9LgkSRJkiRJkiRJkiRJtyMNHkmSJEmSJEmSJEmSdDv+HzRgFNxnabYYAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 1296x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(18,8))\n",
    "sns.barplot(x='店名',y='sale_count',hue='main_type',data=data,saturation=0.75,ci=0)\n",
    "plt.title('各品牌各总类的总销量', fontsize=20)\n",
    "plt.ylabel('销量',fontsize=16)\n",
    "plt.xlabel('店名',fontsize=16)\n",
    "plt.text(0,78000,'注：此处也可使用堆叠图，对比效果更直观',\n",
    "         verticalalignment='top', horizontalalignment='left',color='gray', fontsize=10)\n",
    "# 设置刻度字体大小\n",
    "\n",
    "plt.xticks(fontsize=16,rotation=45)\n",
    "plt.yticks(fontsize=16)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "各品牌的化妆品、护肤品销量、销售情况均不一样，这与品牌的定位有关， 有的品牌主打化妆品，化妆品会表现好很多，如蜜丝佛陀等。主打护肤品的品牌，护肤品的销量销售额会表现好很多，如欧莱雅、佰草集等。 有的品牌如美宝莲、兰蔻、悦诗风吟，化妆品和护肤品的销售、销售额都还不错。"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 3.4 各品牌热度"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 108,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 864x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize = (12,6))\n",
    "data.groupby('店名').comment_count.mean().sort_values(ascending=False).plot(kind='bar',width=0.8)\n",
    "plt.title('各品牌商品的平均评论数')\n",
    "plt.ylabel('评论数')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "由上图所示：\n",
    "\n",
    "越靠上的品牌热度越高，越靠右的品牌销量越高，颜色越深圈越大价格越高\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 3.5 各品牌价格"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 117,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 864x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = plt.figure(figsize=(12,6))\n",
    "avg_price.sort_values(ascending=False).plot(kind='bar',width=0.8,alpha=0.6,color='b',label='各品牌平均价格')\n",
    "y = data['price'].mean()\n",
    "plt.axhline(y,0,5,color='r',label='全品牌平均价格')\n",
    "plt.ylabel('各品牌平均价格')\n",
    "plt.title('各品牌产品的平均价格',fontsize=24)\n",
    "plt.legend(loc='best')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "娇兰、SKII、雪花秀、雅诗兰黛、兰蔻、资生堂这几个国际大牌的产品价格很高，产品平均价格都在500以上，都是一线大牌；\n",
    "\n",
    "兰芝、倩碧、玉兰油、植村秀、佰草集、薇姿、雅漾的平均价格在300-400元左右，其中佰草集是最贵的国货品牌；\n",
    "\n",
    "美加净作为国货品牌，性价比高，平均价格最低，妮维雅的平均价格第二低，在100元左右；\n",
    "\n",
    "全品牌平均价格低于400元，除了前五个国际大牌其余品牌的平均价格都低于全品牌平均价格；\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 3.6 男性护肤品销量情况"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 123,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 864x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "gender_data=data[data['是否男士专用']=='是']\n",
    "gender_data_1=gender_data[(gender_data.main_type =='护肤品')| (gender_data.main_type=='化妆品')]\n",
    "plt.figure(figsize = (12,6))\n",
    "sns.barplot(x='店名',y='sale_count',hue='main_type',data =gender_data_1,saturation=0.75,ci=0,)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 129,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 864x432 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "f,[ax1,ax2]=plt.subplots(1,2,figsize=(12,6))\n",
    "gender_data.groupby('店名').sale_count.sum().sort_values(ascending=True).plot(kind='barh',width=0.8,ax=ax1)\n",
    "ax1.set_title('男士护肤品销量排名')\n",
    "\n",
    "gender_data.groupby('店名').销售额.sum().sort_values(ascending=True).plot(kind='barh',width=0.8,ax=ax2)\n",
    "ax2.set_title('男士护肤品销售额排名')\n",
    "\n",
    "plt.subplots_adjust(wspace=0.4)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "男士购买的大多是护肤品；\n",
    "\n",
    "妮维雅是男生护肤品中销量遥遥领先的品牌，第二第三分别为欧莱雅、相宜本草；"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 3.7 分析时间与销量的关系，体现购买高峰期"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 132,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 864x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "from matplotlib.pyplot import MultipleLocator\n",
    "plt.figure(figsize = (12,6))\n",
    "day_sale=data.groupby('day')['sale_count'].sum()\n",
    "day_sale.plot()\n",
    "plt.grid(linestyle=\"-.\",color=\"gray\",axis=\"x\",alpha=0.5)\n",
    "x_major_locator=MultipleLocator(1)  #把x轴的刻度间隔设置为1，并存在变量里\n",
    "ax=plt.gca()  #ax为两条坐标轴的实例\n",
    "ax.xaxis.set_major_locator(x_major_locator)\n",
    "#把x轴的主刻度设置为1的倍数\n",
    "plt.xlabel('日期（11月）',fontsize=12)\n",
    "plt.ylabel('销量',fontsize=12)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 总结"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "男士购买集中在护肤品类，其中妮维雅品牌是最受男士喜爱的品牌；\n",
    "\n",
    "价格和热度对销售量有关联，平价基础产品是大多数消费者的选择；\n",
    "\n",
    "由于商家在双十一提前预热，巨大的优惠力度和为了避免网络高峰，不少消费者选择提前消费，销量高峰出现在双十一前几天；双十一后3天商家持续打折优惠，消费者还保有购物余热，但远不如双十一之前。"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 建议"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "消费者对产品价格和热度关注度较高，品牌可以适当调整产品价格并通过诸如网络社交平台的方式提高品牌热度；\n",
    "\n",
    "对于男性消费者，品牌可以定向推荐平价基础护肤产品，在销量中可以看到也有一部分男性购买化妆品，品牌可以在护肤品中适当捆绑化妆品产品带动消费；\n",
    "\n",
    "消费者购买欲望并不集中在双十一当天，商家可以提前预热加大优惠力度刺激消费者提前消费，避免网络高峰。"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.8.5"
  },
  "toc": {
   "base_numbering": 1,
   "nav_menu": {},
   "number_sections": false,
   "sideBar": true,
   "skip_h1_title": false,
   "title_cell": "Table of Contents",
   "title_sidebar": "Contents",
   "toc_cell": true,
   "toc_position": {
    "height": "calc(100% - 180px)",
    "left": "10px",
    "top": "150px",
    "width": "349.091px"
   },
   "toc_section_display": true,
   "toc_window_display": true
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
